Publication Efficient LLM Adaptation Using a Single Gradient Step on 100 Samples Shiva Sreeram, Alaa Maalouf, Pratyusha Sharma, Daniela Rus NeurIPS 2025 | October 2025
Publication SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen Radiology: Artificial Intelligence | October 2025, Vol 7(6) Project
Publication LoongRL: Reinforcement Learning for Advanced Reasoning over Long Contexts Siyuan Wang, Gaokai Zhang, L. Zhang, Ning Shang, Fan Yang, Dongyao Chen, Mao Yang ICLR 2026 | October 2025
Publication Seeing Across Views: Benchmarking Spatial Reasoning of Vision-Language Models in Robotic Scenes Zhiyuan Feng, Zhaolu Kang, Qijie Wang, Zhiying Du, Jiongrui Yan, Shubin Shi, Chengbo Yuan, Huizhi Liang, Yu Deng, Qixiu Li, Rushuai Yang, Arctanx An, Leqi Zheng, Weijie Wang, Shawn Chen, Sicheng Xu, Yaobo Liang, Jiaolong Yang, Baining Guo ICLR 2026 | October 2025
Publication Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models Hanze Guo, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie NeurIPS 2025 | October 2025
Publication Kirby-Judge: Think Once, Judge Anywhere Jongwoo Ko, Sungnyun Kim, Sungwoo Cho, SeYoung Yun NeurIPS 2025 | October 2025
Publication Breaking and Fixing Defenses Against Control-Flow Hijacking in Multi-Agent Systems Rishi Jha, Harold Triedman, Justin Wagle, Vitaly Shmatikov ICLR 2026 | October 2025
Publication From User Surveys to Telemetry-Driven Agents: Exploring the Potential of Personalized Productivity Solutions Subigya Nepal, Javier Hernandez, Talie Massachi, Kael Rowan, Judith Amores, Jina Suh, Gonzalo Ramos, Brian Houck, Shamsi Iqbal, Mary Czerwinski Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2025
Publication VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents Kangrui Wang, Pingyue Zhang, Zihan Wang, Yaning Gao, Linjie Li, Qineng Wang, Hanyang Chen, Chi Wan, Yiping Lu, Zhengyuan Yang, Lijuan Wang, Ranjay Krishna, Jiajun Wu, Fei-Fei Li, Yejin Choi, Manling Li NeurIPS 2025 | October 2025
Publication Cost-Aware Retrieval-Augmentation Reasoning Models with Adaptive Retrieval Depth Helia Hashemi, Victor Ruehle, Saravan Rajmohan October 2025