Publication Brain-Informed Fine-Tuning for Improved Multilingual Understanding in Language Models Anuja Negi, S. Oota, Manish Gupta, Fatma Deniz NeurIPS 2025 | July 2025
Publication Decoder-Hybrid-Decoder Architecture for Efficient Reasoning with Long Generation Liliang Ren, Congcong Chen, Haoran Xu, Young Jin Kim, Adam Atkinson, Zheng Zhan, Jiankai Sun, Baolin Peng, Liyuan Liu, Shuohang Wang, Hao Cheng, Jianfeng Gao, Weizhu Chen, Yelong Shen NeurIPS 2025 | July 2025
Publication A 0.51-Approximation of Maximum Matching in Sublinear n^1.5 Time Sepideh Mahabadi, Mohammad Roghani, Jakub Tarnawski ICALP 2025 | July 2025
Publication Deriving Semantic Checkers from Tests to Detect Silent Failures in Production Distributed Systems Chang Lou, Dimas Shidqi Parikesit, Yujin Huang, Zhewen Yang, Senapati Diwangkara, Yuzhuo Jing, Achmad Imam Kistijantoro, Ding Yuan, Suman Nath, Peng Huang OSDI'25: 19th USENIX Symposium on Operating Systems Design and Implementation | July 2025
Publication Scaling Laws of Synthetic Data for Language Models Zeyu Qin, Qingxiu Dong, Xingxing Zhang, Li Dong, Xiaolong Huang, Ziyi Yang, Mahmoud Khademi, Dongdong Zhang, Hany Hassan Awadalla, Yi R. Fung, Weizhu Chen, Minhao Cheng, Furu Wei COLM 2025 | July 2025
Publication Closed-loop optimization using machine learning for the accelerated design of sustainable cements incorporating algal biomatter Meng-Yen Lin, Kristen Severson, Paul Grandgeorge, Eleftheria Roumeli Matter | July 2025
Publication Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale Bowen Jiang, Zhuoqun Hao, Young-Min Cho, Bryan Li, Yuan Yuan, Sihao Chen, Lyle Ungar, C. J. Taylor, Dan Roth COLM 2025 | July 2025
Publication PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling Zefan Cai, Yichi Zhang, Bofei Gao, Yuliang Liu, Tianyu Liu, Keming Lu, Wayne Xiong, Yue Dong, Baobao Chang, Junjie Hu, Wen Xiao COLM 2025 | July 2025
Publication Putting the Value Back in RL: Better Test-Time Scaling by Unifying LLM Reasoners With Verifiers Kusha Sareen, Morgane M Moss, Alessandro Sordoni, Rishabh Agarwal, Arian Hosseini COLM 2025 | July 2025
Publication PoWER Never Corrupts: Tool-Agnostic Verification of Crash Consistency and Corruption Detection Hayley LeBlanc, Jay Lorch, Chris Hawblitzel, Cheng Huang, Yiheng Tao, Nickolai Zeldovich, Vijay Chidambaram USENIX Symposium on Operating Systems Design and Implementation (OSDI) | July 2025 Distinguished Artifact Award Project