Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces
Karan Gupta, Pranav Vajreshwari, Yash Pandya, Raghav Magazine, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild | March 2026
出版物
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Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild: Safety, Security, and Beyond | March 2026
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AutoAdapt: An Automated Domain Adaptation Framework for LLMs
Sidharth Sinha, Anson Bastos, Xuchao Zhang, Akshay Nambi, Chetan Bansal, Saravan Rajmohan
March 2026
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SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving
Ashutosh Bajpai, Akshat Bhandari, Akshay Nambi, Tanmoy Chakraborty
ArXiv | January 2026, 巻abs/2601.17489
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Fara-7B: An Efficient Agentic Model for Computer Use
Ahmed Awadallah, Yash Lara, Raghav Magazine, Hussein Mozannar, Akshay Nambi, Yash Pandya, Aravind Rajeswaran, Corby Rosset, Alexey Taymanov, Vibhav Vineet, Spencer Whitehead, Andrew Zhao
MSR-TR-2025-54 | November 2025
Microsoft による投稿
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Magentic Marketplace: An Open-Source Environment for Studying Agentic Markets
Gagan Bansal, Wenyue Hua, Zezhou Huang, Adam Fourney, Amanda Swearngin, Will Epperson, Tyler Payne, Jake Hofman, Brendan Lucier, Chinmay Singh, Markus Mobius, Akshay Nambi, Archana Yadav, Kevin Gao, David Rothschild, Aleksandrs Slivkins, Daniel G. Goldstein, Hussein Mozannar, Nicole Immorlica, Maya Murad, Matthew Vogel, Subbarao Kambhampati, Eric Horvitz, Saleema Amershi
MSR-TR-2025-50 | October 2025
Microsoft による投稿
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Teacher-AI Collaboration for Curating and Customizing Lesson Plans in Low-Resource Schools
Deepak Varuvel Dennison, Bakhtawar Ahtisham, Kavyansh Chourasia, Nirmit Arora, Rahul Singh, René F. Kizilcec, Akshay Nambi, Tanuja Ganu, Aditya Vashistha
June 2025
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
NAACL 2025 | June 2025
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Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Joykirat Singh, Raghav Magazine, Yash Pandya, Akshay Nambi
April 2025
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Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers
Namita Singh, Jacqueline Wang'ombe, Nereah Okanga, Tetyana Zelenska, Jona Repishti, Jayasankar G K, Sanjeev Mishra, Rajsekar Manokaran, Vineet Singh, Mohammed Irfan Rafiq, Rikin Gandhi, Akshay Nambi
October 2024
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TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu, Qian Cao, Zhangyu Wang, Zeping Liu, Yanlin Qi, Jielu Zhang, Joshua Ni, Xiaobai Yao, Hongxu Ma, Lan Mu, Stefano Ermon, Tanuja Ganu, Akshay Nambi, Ni Lao, Gengchen Mai
NeurIPS 2024 | June 2024
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MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
Somnath Kumar, Yash Gadhia, Tanuja Ganu, Akshay Nambi
NeurIPS OWA-2024 | June 2024
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
June 2024
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Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning
Joykirat Singh, Akshay Nambi, Vibhav Vineet
June 2024
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Bridging the Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs
Somnath Kumar, Vaibhav Balloli, Mercy Ranjit, Kabir Ahuja, Tanuja Ganu, Sunayana Sitaram, Kalika Bali, Akshay Nambi
May 2024
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PromptWizard: Task-Aware Agent-driven Prompt Optimization Framework
Eshaan Agarwal, Joykirat Singh, Vivek Dani, Raghav Magazine, Tanuja Ganu, Akshay Nambi
May 2024
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Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
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MEGA: Multilingual Evaluation of Generative AI
Kabir Ahuja, Harshita Diddee, Rishav Hada, Millicent Ochieng, Krithika Ramesh, Prachi Jain, Akshay Nambi, Tanuja Ganu, Sameer Segal, Mohamed Ahmed, Kalika Bali, Sunayana Sitaram
EMNLP 2023 | October 2023
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Reliable Energy Consumption Modeling for an Electric Vehicle Fleet
Millend Roy, Akshay Nambi, Anupam Sobti, Tanuja Ganu, Shivkumar Kalyanaraman , Shankar Akella, Jaya Subha Devi, S A Sunderasan
COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS) | June 2022
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PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
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AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
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Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
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Adaptive Streaming Perception using Deep Reinforcement Learning
Anurag Ghosh, Akshay Nambi, Aditya Singh, Harish YVS, Tanuja Ganu
June 2021
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CurrentSense: A novel approach for fault and drift detection in environmental IoT sensors
Sumukh Marathe, Akshay Nambi, Swami Manohar, Ronak Sutaria
ACM/IEEE International Conference on Internet of Things Design and Implementation (IoTDI) | May 2021
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Fault diagnosis system for low-cost air pollution sensors
Sumukh Marathe, Akshay Nambi, Nishant Shrivastava , Swami Manohar, Ronak Sutaria
ACM SenSys demo | November 2020
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InSight: Monitoring the State of the Driver in Low-Light Using Smartphones
Ishani Janveja, Akshay Nambi, Shruthi Bannur, Sanchit Gupta, Venkat Padmanabhan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, (UBICOMP 2020) | September 2020, 巻4(3)
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IoT-ID: A novel device-specific identifier based on unique hardware fingerprints
Girish Vaidya, Akshay Nambi, T V Prabhakar, Vasanth Kumar , Suhas Sudhakara
International Conference on Internet of Things Design and Implementation (IoTDI) | April 2020
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Driving Lane Detection on Smartphones using Deep Neural Networks
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM Transactions on Sensor Networks | January 2020, 巻16(1)
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Smartphone-based driver license testing
Anurag Ghosh , Vijay Lingam, Ishit Mehta, Akshay Nambi, Venkat Padmanabhan, Satish Sangameswaran
ACM SenSys (demo) | November 2019
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ALT: Towards Automating Driver License Testing using Smartphones
Akshay Nambi, Ishit Mehta, Anurag Ghosh, Vijay Lingam, Venkat Padmanabhan (padmanab)
ACM SenSys | November 2019
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Low-Cost Aerial Imaging for Small Holder Farmers
Vasuki Narasimha Swamy, Akshit Kumar, Rohit Patil, Aditya Jain, Zerina Kapetanovic, Rahul Sharma, Deepak Vasisht, Ranveer Chandra, Swami Manohar, Anirudh Badam, Gireeja Ranade, Sudipta Sinha, Akshay Nambi
ACM Compass 2019 | July 2019
ACM COMPASS 2019 Best Paper Award
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AutoRate: How attentive is the driver?
Isha Dua, Akshay Nambi, C. V. Jawahar, Venkat Padmanabhan
The 14th IEEE International Conference on Automatic Face and Gesture Recognition | May 2019
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FarSight: A Smartphone-based Vehicle Ranging System
Akshay Nambi, Aditya Virmani, Venkat Padmanabhan
ACM IMWUT/UBICOMP | December 2018
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Rethinking Networking for “Five Computers”
Sundararajan Renganathan, Venkat Padmanabhan, Akshay Nambi
ACM HotNets | November 2018
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DeepLane: camera-assisted GPS for driving lane detection
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM BuildSys | November 2018
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Fall-curve: A novel primitive for IoT Fault Detection and Isolation
Tusher Chakraborty, Akshay Nambi, Ranveer Chandra, Rahul Sharma, Swami Manohar, Zerina Kapetanovic, Jonathan Appavoo
ACM SenSys | November 2018
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Sensor Identification and Fault Detection in IoT Systems
Tusher Chakraborty, Akshay Nambi, Rahul Sharma, Ranveer Chandra, Swami Manohar, Zerina Kapetanovic
ACM SenSys (Demo) | November 2018
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HAMS: Driver and Driving Monitoring using a Smartphone
Akshay Nambi, Shruthi Bannur, Ishit Mehta, Harshvardhan Kalra, Aditya Virmani, Venkat Padmanabhan, Ravi Bhandari, Bhaskaran Raman
ACM MobiCom (Demo) | October 2018
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UniversalNILM: A Semi-supervised Energy Disaggregation Framework using General Appliance Models
Bontor Humala, Akshay Nambi, Venkatsh Prsad
ACM e-Energy | June 2018
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Monitoring LED Lights with Current Signatures
Johnny Verhoeff, Akshay Nambi, Marco Zuniga, Bontor Humala
ACM/IEEE INFOCOM | April 2018
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CamMirror: Single-Camera-based Distance Estimation for Physical Analytics Applications
Vivek Yenamandra, Akshay Nambi, Venkat Padmanabhan, Vishnu Navda, Kannan Srinivasan
Workshop on Physical Analytics (WPA), ACM MobiSys | June 2017
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Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces
Karan Gupta, Pranav Vajreshwari, Yash Pandya, Raghav Magazine, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild | March 2026
-
Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild: Safety, Security, and Beyond | March 2026
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AutoAdapt: An Automated Domain Adaptation Framework for LLMs
Sidharth Sinha, Anson Bastos, Xuchao Zhang, Akshay Nambi, Chetan Bansal, Saravan Rajmohan
March 2026
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SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving
Ashutosh Bajpai, Akshat Bhandari, Akshay Nambi, Tanmoy Chakraborty
ArXiv | January 2026, 巻abs/2601.17489
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Fara-7B: An Efficient Agentic Model for Computer Use
Ahmed Awadallah, Yash Lara, Raghav Magazine, Hussein Mozannar, Akshay Nambi, Yash Pandya, Aravind Rajeswaran, Corby Rosset, Alexey Taymanov, Vibhav Vineet, Spencer Whitehead, Andrew Zhao
MSR-TR-2025-54 | November 2025
Microsoft による投稿
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Magentic Marketplace: An Open-Source Environment for Studying Agentic Markets
Gagan Bansal, Wenyue Hua, Zezhou Huang, Adam Fourney, Amanda Swearngin, Will Epperson, Tyler Payne, Jake Hofman, Brendan Lucier, Chinmay Singh, Markus Mobius, Akshay Nambi, Archana Yadav, Kevin Gao, David Rothschild, Aleksandrs Slivkins, Daniel G. Goldstein, Hussein Mozannar, Nicole Immorlica, Maya Murad, Matthew Vogel, Subbarao Kambhampati, Eric Horvitz, Saleema Amershi
MSR-TR-2025-50 | October 2025
Microsoft による投稿
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Teacher-AI Collaboration for Curating and Customizing Lesson Plans in Low-Resource Schools
Deepak Varuvel Dennison, Bakhtawar Ahtisham, Kavyansh Chourasia, Nirmit Arora, Rahul Singh, René F. Kizilcec, Akshay Nambi, Tanuja Ganu, Aditya Vashistha
June 2025
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
NAACL 2025 | June 2025
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Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Joykirat Singh, Raghav Magazine, Yash Pandya, Akshay Nambi
April 2025
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Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers
Namita Singh, Jacqueline Wang'ombe, Nereah Okanga, Tetyana Zelenska, Jona Repishti, Jayasankar G K, Sanjeev Mishra, Rajsekar Manokaran, Vineet Singh, Mohammed Irfan Rafiq, Rikin Gandhi, Akshay Nambi
October 2024
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TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu, Qian Cao, Zhangyu Wang, Zeping Liu, Yanlin Qi, Jielu Zhang, Joshua Ni, Xiaobai Yao, Hongxu Ma, Lan Mu, Stefano Ermon, Tanuja Ganu, Akshay Nambi, Ni Lao, Gengchen Mai
NeurIPS 2024 | June 2024
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MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
Somnath Kumar, Yash Gadhia, Tanuja Ganu, Akshay Nambi
NeurIPS OWA-2024 | June 2024
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
June 2024
-
Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning
Joykirat Singh, Akshay Nambi, Vibhav Vineet
June 2024
-
Bridging the Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs
Somnath Kumar, Vaibhav Balloli, Mercy Ranjit, Kabir Ahuja, Tanuja Ganu, Sunayana Sitaram, Kalika Bali, Akshay Nambi
May 2024
-
PromptWizard: Task-Aware Agent-driven Prompt Optimization Framework
Eshaan Agarwal, Joykirat Singh, Vivek Dani, Raghav Magazine, Tanuja Ganu, Akshay Nambi
May 2024
-
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
-
MEGA: Multilingual Evaluation of Generative AI
Kabir Ahuja, Harshita Diddee, Rishav Hada, Millicent Ochieng, Krithika Ramesh, Prachi Jain, Akshay Nambi, Tanuja Ganu, Sameer Segal, Mohamed Ahmed, Kalika Bali, Sunayana Sitaram
EMNLP 2023 | October 2023
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Reliable Energy Consumption Modeling for an Electric Vehicle Fleet
Millend Roy, Akshay Nambi, Anupam Sobti, Tanuja Ganu, Shivkumar Kalyanaraman , Shankar Akella, Jaya Subha Devi, S A Sunderasan
COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS) | June 2022
-
AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
-
Adaptive Streaming Perception using Deep Reinforcement Learning
Anurag Ghosh, Akshay Nambi, Aditya Singh, Harish YVS, Tanuja Ganu
June 2021
-
InSight: Monitoring the State of the Driver in Low-Light Using Smartphones
Ishani Janveja, Akshay Nambi, Shruthi Bannur, Sanchit Gupta, Venkat Padmanabhan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, (UBICOMP 2020) | September 2020, 巻4(3)
-
Driving Lane Detection on Smartphones using Deep Neural Networks
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM Transactions on Sensor Networks | January 2020, 巻16(1)
-
UniversalNILM: A Semi-supervised Energy Disaggregation Framework using General Appliance Models
Bontor Humala, Akshay Nambi, Venkatsh Prsad
ACM e-Energy | June 2018
-
Monitoring LED Lights with Current Signatures
Johnny Verhoeff, Akshay Nambi, Marco Zuniga, Bontor Humala
ACM/IEEE INFOCOM | April 2018
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Magentic Marketplace: An Open-Source Environment for Studying Agentic Markets
Gagan Bansal, Wenyue Hua, Zezhou Huang, Adam Fourney, Amanda Swearngin, Will Epperson, Tyler Payne, Jake Hofman, Brendan Lucier, Chinmay Singh, Markus Mobius, Akshay Nambi, Archana Yadav, Kevin Gao, David Rothschild, Aleksandrs Slivkins, Daniel G. Goldstein, Hussein Mozannar, Nicole Immorlica, Maya Murad, Matthew Vogel, Subbarao Kambhampati, Eric Horvitz, Saleema Amershi
MSR-TR-2025-50 | October 2025
Microsoft による投稿
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Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers
Namita Singh, Jacqueline Wang'ombe, Nereah Okanga, Tetyana Zelenska, Jona Repishti, Jayasankar G K, Sanjeev Mishra, Rajsekar Manokaran, Vineet Singh, Mohammed Irfan Rafiq, Rikin Gandhi, Akshay Nambi
October 2024
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ALT: Towards Automating Driver License Testing using Smartphones
Akshay Nambi, Ishit Mehta, Anurag Ghosh, Vijay Lingam, Venkat Padmanabhan (padmanab)
ACM SenSys | November 2019
-
AutoRate: How attentive is the driver?
Isha Dua, Akshay Nambi, C. V. Jawahar, Venkat Padmanabhan
The 14th IEEE International Conference on Automatic Face and Gesture Recognition | May 2019
-
-
-
Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers
Namita Singh, Jacqueline Wang'ombe, Nereah Okanga, Tetyana Zelenska, Jona Repishti, Jayasankar G K, Sanjeev Mishra, Rajsekar Manokaran, Vineet Singh, Mohammed Irfan Rafiq, Rikin Gandhi, Akshay Nambi
October 2024
-
PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
-
AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
-
Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
-
InSight: Monitoring the State of the Driver in Low-Light Using Smartphones
Ishani Janveja, Akshay Nambi, Shruthi Bannur, Sanchit Gupta, Venkat Padmanabhan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, (UBICOMP 2020) | September 2020, 巻4(3)
-
Driving Lane Detection on Smartphones using Deep Neural Networks
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM Transactions on Sensor Networks | January 2020, 巻16(1)
-
Low-Cost Aerial Imaging for Small Holder Farmers
Vasuki Narasimha Swamy, Akshit Kumar, Rohit Patil, Aditya Jain, Zerina Kapetanovic, Rahul Sharma, Deepak Vasisht, Ranveer Chandra, Swami Manohar, Anirudh Badam, Gireeja Ranade, Sudipta Sinha, Akshay Nambi
ACM Compass 2019 | July 2019
ACM COMPASS 2019 Best Paper Award
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-
-
MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
Somnath Kumar, Yash Gadhia, Tanuja Ganu, Akshay Nambi
NeurIPS OWA-2024 | June 2024
-
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
June 2024
-
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
-
FarSight: A Smartphone-based Vehicle Ranging System
Akshay Nambi, Aditya Virmani, Venkat Padmanabhan
ACM IMWUT/UBICOMP | December 2018
-
DeepLane: camera-assisted GPS for driving lane detection
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM BuildSys | November 2018
-
HAMS: Driver and Driving Monitoring using a Smartphone
Akshay Nambi, Shruthi Bannur, Ishit Mehta, Harshvardhan Kalra, Aditya Virmani, Venkat Padmanabhan, Ravi Bhandari, Bhaskaran Raman
ACM MobiCom (Demo) | October 2018
-
CamMirror: Single-Camera-based Distance Estimation for Physical Analytics Applications
Vivek Yenamandra, Akshay Nambi, Venkat Padmanabhan, Vishnu Navda, Kannan Srinivasan
Workshop on Physical Analytics (WPA), ACM MobiSys | June 2017
-
-
-
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
-
Reliable Energy Consumption Modeling for an Electric Vehicle Fleet
Millend Roy, Akshay Nambi, Anupam Sobti, Tanuja Ganu, Shivkumar Kalyanaraman , Shankar Akella, Jaya Subha Devi, S A Sunderasan
COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS) | June 2022
-
PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
-
AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
-
Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
-
UniversalNILM: A Semi-supervised Energy Disaggregation Framework using General Appliance Models
Bontor Humala, Akshay Nambi, Venkatsh Prsad
ACM e-Energy | June 2018
-
-
-
Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
-
Reliable Energy Consumption Modeling for an Electric Vehicle Fleet
Millend Roy, Akshay Nambi, Anupam Sobti, Tanuja Ganu, Shivkumar Kalyanaraman , Shankar Akella, Jaya Subha Devi, S A Sunderasan
COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS) | June 2022
-
PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
-
Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
-
Adaptive Streaming Perception using Deep Reinforcement Learning
Anurag Ghosh, Akshay Nambi, Aditya Singh, Harish YVS, Tanuja Ganu
June 2021
-
Driving Lane Detection on Smartphones using Deep Neural Networks
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM Transactions on Sensor Networks | January 2020, 巻16(1)
-
Smartphone-based driver license testing
Anurag Ghosh , Vijay Lingam, Ishit Mehta, Akshay Nambi, Venkat Padmanabhan, Satish Sangameswaran
ACM SenSys (demo) | November 2019
-
ALT: Towards Automating Driver License Testing using Smartphones
Akshay Nambi, Ishit Mehta, Anurag Ghosh, Vijay Lingam, Venkat Padmanabhan (padmanab)
ACM SenSys | November 2019
-
Low-Cost Aerial Imaging for Small Holder Farmers
Vasuki Narasimha Swamy, Akshit Kumar, Rohit Patil, Aditya Jain, Zerina Kapetanovic, Rahul Sharma, Deepak Vasisht, Ranveer Chandra, Swami Manohar, Anirudh Badam, Gireeja Ranade, Sudipta Sinha, Akshay Nambi
ACM Compass 2019 | July 2019
ACM COMPASS 2019 Best Paper Award
-
AutoRate: How attentive is the driver?
Isha Dua, Akshay Nambi, C. V. Jawahar, Venkat Padmanabhan
The 14th IEEE International Conference on Automatic Face and Gesture Recognition | May 2019
-
FarSight: A Smartphone-based Vehicle Ranging System
Akshay Nambi, Aditya Virmani, Venkat Padmanabhan
ACM IMWUT/UBICOMP | December 2018
-
Rethinking Networking for “Five Computers”
Sundararajan Renganathan, Venkat Padmanabhan, Akshay Nambi
ACM HotNets | November 2018
-
DeepLane: camera-assisted GPS for driving lane detection
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM BuildSys | November 2018
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Fall-curve: A novel primitive for IoT Fault Detection and Isolation
Tusher Chakraborty, Akshay Nambi, Ranveer Chandra, Rahul Sharma, Swami Manohar, Zerina Kapetanovic, Jonathan Appavoo
ACM SenSys | November 2018
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Sensor Identification and Fault Detection in IoT Systems
Tusher Chakraborty, Akshay Nambi, Rahul Sharma, Ranveer Chandra, Swami Manohar, Zerina Kapetanovic
ACM SenSys (Demo) | November 2018
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HAMS: Driver and Driving Monitoring using a Smartphone
Akshay Nambi, Shruthi Bannur, Ishit Mehta, Harshvardhan Kalra, Aditya Virmani, Venkat Padmanabhan, Ravi Bhandari, Bhaskaran Raman
ACM MobiCom (Demo) | October 2018
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UniversalNILM: A Semi-supervised Energy Disaggregation Framework using General Appliance Models
Bontor Humala, Akshay Nambi, Venkatsh Prsad
ACM e-Energy | June 2018
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Monitoring LED Lights with Current Signatures
Johnny Verhoeff, Akshay Nambi, Marco Zuniga, Bontor Humala
ACM/IEEE INFOCOM | April 2018
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CamMirror: Single-Camera-based Distance Estimation for Physical Analytics Applications
Vivek Yenamandra, Akshay Nambi, Venkat Padmanabhan, Vishnu Navda, Kannan Srinivasan
Workshop on Physical Analytics (WPA), ACM MobiSys | June 2017
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MEGA: Multilingual Evaluation of Generative AI
Kabir Ahuja, Harshita Diddee, Rishav Hada, Millicent Ochieng, Krithika Ramesh, Prachi Jain, Akshay Nambi, Tanuja Ganu, Sameer Segal, Mohamed Ahmed, Kalika Bali, Sunayana Sitaram
EMNLP 2023 | October 2023
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AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
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PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
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Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
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CurrentSense: A novel approach for fault and drift detection in environmental IoT sensors
Sumukh Marathe, Akshay Nambi, Swami Manohar, Ronak Sutaria
ACM/IEEE International Conference on Internet of Things Design and Implementation (IoTDI) | May 2021
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Fault diagnosis system for low-cost air pollution sensors
Sumukh Marathe, Akshay Nambi, Nishant Shrivastava , Swami Manohar, Ronak Sutaria
ACM SenSys demo | November 2020
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InSight: Monitoring the State of the Driver in Low-Light Using Smartphones
Ishani Janveja, Akshay Nambi, Shruthi Bannur, Sanchit Gupta, Venkat Padmanabhan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, (UBICOMP 2020) | September 2020, 巻4(3)
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IoT-ID: A novel device-specific identifier based on unique hardware fingerprints
Girish Vaidya, Akshay Nambi, T V Prabhakar, Vasanth Kumar , Suhas Sudhakara
International Conference on Internet of Things Design and Implementation (IoTDI) | April 2020
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Fall-curve: A novel primitive for IoT Fault Detection and Isolation
Tusher Chakraborty, Akshay Nambi, Ranveer Chandra, Rahul Sharma, Swami Manohar, Zerina Kapetanovic, Jonathan Appavoo
ACM SenSys | November 2018
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Sensor Identification and Fault Detection in IoT Systems
Tusher Chakraborty, Akshay Nambi, Rahul Sharma, Ranveer Chandra, Swami Manohar, Zerina Kapetanovic
ACM SenSys (Demo) | November 2018
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Monitoring LED Lights with Current Signatures
Johnny Verhoeff, Akshay Nambi, Marco Zuniga, Bontor Humala
ACM/IEEE INFOCOM | April 2018
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Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
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CurrentSense: A novel approach for fault and drift detection in environmental IoT sensors
Sumukh Marathe, Akshay Nambi, Swami Manohar, Ronak Sutaria
ACM/IEEE International Conference on Internet of Things Design and Implementation (IoTDI) | May 2021
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Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces
Karan Gupta, Pranav Vajreshwari, Yash Pandya, Raghav Magazine, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild | March 2026
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Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
ICLR Agents in the Wild: Safety, Security, and Beyond | March 2026
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
NAACL 2025 | June 2025
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TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu, Qian Cao, Zhangyu Wang, Zeping Liu, Yanlin Qi, Jielu Zhang, Joshua Ni, Xiaobai Yao, Hongxu Ma, Lan Mu, Stefano Ermon, Tanuja Ganu, Akshay Nambi, Ni Lao, Gengchen Mai
NeurIPS 2024 | June 2024
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MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
Somnath Kumar, Yash Gadhia, Tanuja Ganu, Akshay Nambi
NeurIPS OWA-2024 | June 2024
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Chanakya: Learning Runtime Decisions for Adaptive Real-Time Perception
Anurag Ghosh, Akshay Nambi, Vaibhav Balloli, Aditya Singh, Tanuja Ganu
NeurIPS 2023 | December 2023
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MEGA: Multilingual Evaluation of Generative AI
Kabir Ahuja, Harshita Diddee, Rishav Hada, Millicent Ochieng, Krithika Ramesh, Prachi Jain, Akshay Nambi, Tanuja Ganu, Sameer Segal, Mohamed Ahmed, Kalika Bali, Sunayana Sitaram
EMNLP 2023 | October 2023
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Reliable Energy Consumption Modeling for an Electric Vehicle Fleet
Millend Roy, Akshay Nambi, Anupam Sobti, Tanuja Ganu, Shivkumar Kalyanaraman , Shankar Akella, Jaya Subha Devi, S A Sunderasan
COMPASS '22: ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS) | June 2022
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PIRMedic: A Physics-based Fault Diagnosis for Passive Infra-Red (PIR) Sensors
Ashish Kashinath, Sibin Mohan, Akshay Nambi, Sumukh Marathe
8th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2021) | November 2021
Best Paper Award
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AI-assisted Cell-Level Fault Detection and Localization in Solar PV Electroluminescence Images
Ahan MR, Akshay Nambi, Tanuja Ganu, Dhananjay Nahata, Shivkumar Kalyanaraman
SenSys '21: Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems, SenSys Workshop | November 2021
Best Paper Award
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Is your smoke detector working properly? Robust fault tolerance approaches for smoke detectors
Arjun Tambe, Akshay Nambi, Sumukh Marathe
19th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys) | June 2021
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CurrentSense: A novel approach for fault and drift detection in environmental IoT sensors
Sumukh Marathe, Akshay Nambi, Swami Manohar, Ronak Sutaria
ACM/IEEE International Conference on Internet of Things Design and Implementation (IoTDI) | May 2021
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Fault diagnosis system for low-cost air pollution sensors
Sumukh Marathe, Akshay Nambi, Nishant Shrivastava , Swami Manohar, Ronak Sutaria
ACM SenSys demo | November 2020
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IoT-ID: A novel device-specific identifier based on unique hardware fingerprints
Girish Vaidya, Akshay Nambi, T V Prabhakar, Vasanth Kumar , Suhas Sudhakara
International Conference on Internet of Things Design and Implementation (IoTDI) | April 2020
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Smartphone-based driver license testing
Anurag Ghosh , Vijay Lingam, Ishit Mehta, Akshay Nambi, Venkat Padmanabhan, Satish Sangameswaran
ACM SenSys (demo) | November 2019
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ALT: Towards Automating Driver License Testing using Smartphones
Akshay Nambi, Ishit Mehta, Anurag Ghosh, Vijay Lingam, Venkat Padmanabhan (padmanab)
ACM SenSys | November 2019
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Low-Cost Aerial Imaging for Small Holder Farmers
Vasuki Narasimha Swamy, Akshit Kumar, Rohit Patil, Aditya Jain, Zerina Kapetanovic, Rahul Sharma, Deepak Vasisht, Ranveer Chandra, Swami Manohar, Anirudh Badam, Gireeja Ranade, Sudipta Sinha, Akshay Nambi
ACM Compass 2019 | July 2019
ACM COMPASS 2019 Best Paper Award
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AutoRate: How attentive is the driver?
Isha Dua, Akshay Nambi, C. V. Jawahar, Venkat Padmanabhan
The 14th IEEE International Conference on Automatic Face and Gesture Recognition | May 2019
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Rethinking Networking for “Five Computers”
Sundararajan Renganathan, Venkat Padmanabhan, Akshay Nambi
ACM HotNets | November 2018
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DeepLane: camera-assisted GPS for driving lane detection
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM BuildSys | November 2018
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Fall-curve: A novel primitive for IoT Fault Detection and Isolation
Tusher Chakraborty, Akshay Nambi, Ranveer Chandra, Rahul Sharma, Swami Manohar, Zerina Kapetanovic, Jonathan Appavoo
ACM SenSys | November 2018
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Sensor Identification and Fault Detection in IoT Systems
Tusher Chakraborty, Akshay Nambi, Rahul Sharma, Ranveer Chandra, Swami Manohar, Zerina Kapetanovic
ACM SenSys (Demo) | November 2018
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HAMS: Driver and Driving Monitoring using a Smartphone
Akshay Nambi, Shruthi Bannur, Ishit Mehta, Harshvardhan Kalra, Aditya Virmani, Venkat Padmanabhan, Ravi Bhandari, Bhaskaran Raman
ACM MobiCom (Demo) | October 2018
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UniversalNILM: A Semi-supervised Energy Disaggregation Framework using General Appliance Models
Bontor Humala, Akshay Nambi, Venkatsh Prsad
ACM e-Energy | June 2018
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Monitoring LED Lights with Current Signatures
Johnny Verhoeff, Akshay Nambi, Marco Zuniga, Bontor Humala
ACM/IEEE INFOCOM | April 2018
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CamMirror: Single-Camera-based Distance Estimation for Physical Analytics Applications
Vivek Yenamandra, Akshay Nambi, Venkat Padmanabhan, Vishnu Navda, Kannan Srinivasan
Workshop on Physical Analytics (WPA), ACM MobiSys | June 2017
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SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving
Ashutosh Bajpai, Akshat Bhandari, Akshay Nambi, Tanmoy Chakraborty
ArXiv | January 2026, 巻abs/2601.17489
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InSight: Monitoring the State of the Driver in Low-Light Using Smartphones
Ishani Janveja, Akshay Nambi, Shruthi Bannur, Sanchit Gupta, Venkat Padmanabhan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, (UBICOMP 2020) | September 2020, 巻4(3)
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Driving Lane Detection on Smartphones using Deep Neural Networks
Ravi Bhandari, Akshay Nambi, Venkat Padmanabhan, Bhaskaran Raman
ACM Transactions on Sensor Networks | January 2020, 巻16(1)
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FarSight: A Smartphone-based Vehicle Ranging System
Akshay Nambi, Aditya Virmani, Venkat Padmanabhan
ACM IMWUT/UBICOMP | December 2018
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AutoAdapt: An Automated Domain Adaptation Framework for LLMs
Sidharth Sinha, Anson Bastos, Xuchao Zhang, Akshay Nambi, Chetan Bansal, Saravan Rajmohan
March 2026
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Teacher-AI Collaboration for Curating and Customizing Lesson Plans in Low-Resource Schools
Deepak Varuvel Dennison, Bakhtawar Ahtisham, Kavyansh Chourasia, Nirmit Arora, Rahul Singh, René F. Kizilcec, Akshay Nambi, Tanuja Ganu, Aditya Vashistha
June 2025
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Fara-7B: An Efficient Agentic Model for Computer Use
Ahmed Awadallah, Yash Lara, Raghav Magazine, Hussein Mozannar, Akshay Nambi, Yash Pandya, Aravind Rajeswaran, Corby Rosset, Alexey Taymanov, Vibhav Vineet, Spencer Whitehead, Andrew Zhao
MSR-TR-2025-54 | November 2025
Microsoft による投稿
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Magentic Marketplace: An Open-Source Environment for Studying Agentic Markets
Gagan Bansal, Wenyue Hua, Zezhou Huang, Adam Fourney, Amanda Swearngin, Will Epperson, Tyler Payne, Jake Hofman, Brendan Lucier, Chinmay Singh, Markus Mobius, Akshay Nambi, Archana Yadav, Kevin Gao, David Rothschild, Aleksandrs Slivkins, Daniel G. Goldstein, Hussein Mozannar, Nicole Immorlica, Maya Murad, Matthew Vogel, Subbarao Kambhampati, Eric Horvitz, Saleema Amershi
MSR-TR-2025-50 | October 2025
Microsoft による投稿
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Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Joykirat Singh, Raghav Magazine, Yash Pandya, Akshay Nambi
April 2025
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Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers
Namita Singh, Jacqueline Wang'ombe, Nereah Okanga, Tetyana Zelenska, Jona Repishti, Jayasankar G K, Sanjeev Mishra, Rajsekar Manokaran, Vineet Singh, Mohammed Irfan Rafiq, Rikin Gandhi, Akshay Nambi
October 2024
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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang
June 2024
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Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning
Joykirat Singh, Akshay Nambi, Vibhav Vineet
June 2024
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Bridging the Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs
Somnath Kumar, Vaibhav Balloli, Mercy Ranjit, Kabir Ahuja, Tanuja Ganu, Sunayana Sitaram, Kalika Bali, Akshay Nambi
May 2024
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PromptWizard: Task-Aware Agent-driven Prompt Optimization Framework
Eshaan Agarwal, Joykirat Singh, Vivek Dani, Raghav Magazine, Tanuja Ganu, Akshay Nambi
May 2024
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Adaptive Streaming Perception using Deep Reinforcement Learning
Anurag Ghosh, Akshay Nambi, Aditya Singh, Harish YVS, Tanuja Ganu
June 2021
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