Publication No Request Left Behind: Tackling Heterogeneity in Long-Context LLM Inference with Medha Amey Agrawal, Haoran Qiu, Junda Chen, Íñigo Goiri, Chaojie Zhang, Rayyan Shahid, Ramachandran Ramjee, Alexey Tumanov, Esha Choukse SoCC 2026 | April 2026
Publication GMT: A Geometric Multigrid Transformer Solver for Microstructure Homogenization Yuguan Xing, Yang Liu, Tianyang Xue, Lingcong Lu April 2026 arXiv | April 2026
Publication Differentially Private Contrastive Learning via Bounding Group-level Contribution Kecen Li, Chen Gong, Zinan Lin, Tianhao Wang, Xiaokui Xiao April 2026 arXiv | April 2026 Project
Publication ComboStoc: Combinatorial Stochasticity for Diffusion Generative Models Rui Xu, Jie-Chao Wang, Hao Pan, Yang Liu, Xin Tong, Shiqing Xin, Changhe Tu, Taku Komura, Wenping Wang SIGGRAPH 2026 | April 2026
Publication Unifying Sparse Attention with Hierarchical Memory for Scalable Long-Context LLM Serving Zihan Zhao, Baotong Lu, Shengjie Lin, Yizou Chen, Jing Liu, Yanqi Zhang, Ziming Miao, Ming-Chang Yang, Haiying Shen, Qi Chen, Fan Yang April 2026 arXiv | April 2026
Publication Distributional Alignment Games for Answer-Level Fine-Tuning M. Mohri, Jon Schneider, Yifan Wu April 2026 arXiv | April 2026
Publication One-shot emergency psychiatric triage across 15 frontier AI chatbots V. Weilnhammer, Lennart Luettgau, Christopher Summerfield, V. Sounderajah, Elise Wilkinson, Virginia Corno, M. M. Nour April 2026 arXiv | April 2026
Publication SWE-Edit: Rethinking Code Editing for Efficient SWE-Agent Yikai Zhang, Jiaxin Pei, Kenan Li, Maoquan Wang, Jin Pan, Yu Kang, Shengyu Fu, Elsie Nallipogu, Junjie Hu, Yufan Huang, Zijian Jin April 2026 arXiv | April 2026
Publication CLIN-SUMM: Incremental Longitudinal Summarization of Clinical Notes Enables Scalable Representation and Early Disease Prediction Valentina D'Souza, Danielle F Pace, Alaleh Azhir, Arash Nargesi, Erik B Holbrook, Wei He, Tristan Naumann, Samuel Friedman, Steven J Atlas, Christopher D Anderson, Judy Hung, Mahnaz Maddah April 2026 medRxiv | April 2026 Preprint
Publication From Prompt Risk to Response Risk: Paired Analysis of Safety Behavior of Large Language Model Mengya Hu, Qiong Wei, Sandeep Atluri April 2026 arXiv | April 2026