Publication MeshAgent: Enabling Reliable Network Management with Large Language Models Yajie Zhou, Kevin Hsieh, Sathiya Kumaran Mani, Srikanth Kandula, Zaoxing Liu SIGMETRICS’26 | December 2025
Publication Distilled Decoding 2: One-step Sampling of Image Auto-regressive Models with Conditional Score Distillation Enshu Liu, Qian Chen, Xuefei Ning, Shengen Yan, Guohao Dai, Zinan Lin, Yu Wang NeurIPS 2025 | December 2025
Publication Latent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification Zinan Lin, Enshu Liu, Xuefei Ning, Junyi Zhu, Wenyu Wang, Sergey Yekhanin NeurIPS 2025 | December 2025
Publication Struct-Bench: A Benchmark for Differentially Private Structured Text Generation Shuaiqi Wang, Vikas Raunak, Arturs Backurs, Victor Reis, Pei Zhou, Sihao Chen, Longqi Yang, Zinan Lin, Sergey Yekhanin, Giulia Fanti NeurIPS 2025 | December 2025 Project
Publication NOVA: An Agentic Framework for Automated Histopathology Analysis and Discovery Anurag Vaidya, Felix Meissen, Daniel Coelho de Castro, Shruthi Bannur, Tristan Lazard, Drew F. K. Williamson, Faisal Mahmood, Javier Alvarez-Valle, Stephanie Hyland, Kenza Bouzid Machine Learning for Health Symposium 2025 | December 2025
Publication New Future of Work Report 2025 Jenna Butler, Sonia Jaffe, Rebecca Janssen, Nancy Baym, Jake Hofman, Brent Hecht, Sean Rintel, Bahar Sarrafzadeh, Abigail Sellen, Mihaela Vorvoreanu, Jaime Teevan, Mohammed Alsobay, Liz Ankrah, Stephanie Beers, Megan Benzing, Mia Bruch, Zana Buçinca, Mar Carpanelli, Amelia Cole, Scott Counts, Madeleine Daepp, Justin Edwards, Alex Farach, Daniel G. Goldstein, Mary L. Gray, Javier Hernandez, Eric Horvitz, Nicole Immorlica, Kori Inkpen, Shamsi Iqbal, Manasa Jagadeesh, Siân Lindley, Brendan Lucier, Mercy Muchai, Ambrita Nand, Alexandra Olteanu, Jacki O'Neill, Max Peterschmidt, Christian Poelitz, Rabeeza, Nathalie Henry Riche, Advait Sarkar, Sunayana Sitaram, Amanda Snellinger, Jina Suh, John Tang, Lev Tankelevitch, Kiran Tomlinson, Anne Trapasso, Adam D. Troy, Gaurav Verma, Jack Williams, Ben Zorn, Jordana Young MSR-TR-2025-58 | December 2025 Published by Microsoft
Publication Mechanism Design for LLM Fine-tuning with Multiple Reward Models Haoran Sun, Yurong Chen, Siwei Wang, Xu Chu, Wei Chen, Xiaotie Deng Neural Information Processing Systems (NeurIPS) 2025 | December 2025
Publication Benchmarking robustness of automated CT pancreas segmentation: achieving human-level reliability through human-in-the-loop optimization Felipe Oviedo, Felipe Lopez–Ramirez, Florent Tixier, Satomi Kawamoto, Alejandra Blanco, Rahul Dodhia, Ralph H Hruban, Bill Weeks, Juan M. Lavista Ferres, Elliot K Fishman, Linda C Chu Radiology | December 2025 Project
Publication Memory-Integrated Reconfigurable Adapters: A Unified Framework for Settings with Multiple Tasks Susmit Agrawal, Krishn Vishwas Kher, Swarnim Maheshwari, Saksham Mittal, Vineeth N Balasubramanian NeurIPS 2025 | December 2025
Publication Synthesize Privacy-Preserving High-Resolution Images via Private Textual Intermediaries Haoxiang Wang, Zinan Lin, Da Yu, Huishuai Zhang NeurIPS 2025 | December 2025 Project