Publication Hyperspherical Latents Improve Continuous-Token Autoregressive Generation Guolin Ke, Hui Xue ICLR 2026 | September 2025
Publication PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images Shuoshuo Zhang, Zijian Li, Yizhen Zhang, Jingjing Fu, Lei Song, Jiang Bian, Jun Zhang, Yujiu Yang, Rui Wang ICLR 2026 | September 2025
Publication When MLLMs Meet Compression Distortion: A Coding Paradigm Tailored to MLLMs Jinming Liu, Zhaoyang Jia, Jiahao Li, Bin Li, Xin Jin, Wenjun Zeng, Yan Lu ICLR 2026 | September 2025
Publication PerfBench: Can Agents Resolve Real-World Performance Bugs? Spandan Garg, Roshanak Zilouchian Moghaddam, Neel Sundaresan September 2025
Publication In-Context Compositional Q-Learning for Offline Reinforcement Learning Qiushui Xu, Yuhao Huang, Yushu Jiang, Lei Song, Jinyu Wang, Wenliang Zheng, Jiang Bian ICLR 2026 | September 2025
Publication ImaginationVellum: Generative-AI Ideation Canvas with Spatial Prompts, Generative Strokes, and Ideation History Nicolai Marquardt, A. Roseway, Hugo ROMAT, Payod Panda, Michel Pahud, Gonzalo A. Ramos, S. Drucker, Andrew D. Wilson, Ken Hinckley, Nathalie Henry Riche 2025 User Interface Software and Technology | September 2025 Honorable Mention, UIST 2025
Publication SysMoBench: Evaluating AI on Formally Modeling Complex Real-World Systems Qian Cheng, Ruize Tang, Emilie Ma, Finn Hackett, Peiyang He, Yiming Su, Ivan Beschastnikh, Yu Huang, Xiaoxing Ma, Tianyin Xu ICLR 2026 | September 2025
Publication Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical Perspective Siwei Wang, Yifei Shen, Haoran Sun, Shi Feng, Shang-Hua Teng, Li Dong, Y. Hao, Wei Chen ICLR 2026 | September 2025
Publication ProRe: A Proactive Reward System for GUI Agents via Reasoner-Actor Collaboration Gaole Dai, Shiqi Jiang, Ting Cao, Yuqing Yang, Yuanchun Li, Rui Tan, Mo Li, Lili Qiu 2025 International Conference on Learning Representations | September 2025
Publication Medha: Efficient LLM Inference on Multi-Million Context Lengths Without Approximation Amey Agrawal, Haoran Qiu, Junda Chen, Íñigo Goiri, Chaojie Zhang, Rayyan Shahid, Ramachandran Ramjee, Alexey Tumanov, Esha Choukse September 2025 Project