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 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 Exploring Sparse Adapters for Scalable Merging of Parameter Efficient Experts Samin Yeasar Arnob, Zhan Su, Minseon Kim, Oleksiy Ostapenko, Riyasat Ohib, Esra'a Saleh, Doina Precup, Lucas Caccia, Alessandro Sordoni COLM 2025 | July 2025
Publication REFA: Reference Free Alignment for multi-preference optimization Taneesh Gupta, Rahul Madhavan, Xuchao Zhang, Chetan Bansal, Saravan Rajmohan 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 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 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 WaferLLM: Large Language Model Inference at Wafer Scale Congjie He, Yeqi Huang, Pei Mu, Ziming Miao, Jilong Xue, Lingxiao Ma, Fan Yang, Luo Mai OSDI 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 Warbler: Speculative Distributed Transactions with Geo-Replication Weihai Shen, Yang Cui, Siddhartha Sen, Sebastian Angel, Shuai Mu OSDI 2025 | July 2025