Publication NI Sampling++: Optimizing Token Order for Fast Discrete Diffusion Sampling with Reinforcement Learning Enshu Liu, Theodore Zhengde Zhao, Xuefei Ning, Zinan Lin, Yu Wang 2026 COLM | December 2026
Publication Adopt ≠ Adapt: Longitudinal Analyses of LLM Conversations in the Wild Rebecca M. M. Hicke, Kiran Tomlinson EMNLP | October 2026
Publication Shiksha Copilot: Teacher-AI Collaboration for Curating and Customizing Lesson Plans in Low-Resource Schools Deepak Varuvel Dennison, Bakhtawar Ahtisham, Kavyansh Chourasia, Nirmit Arora, Rahul Singh, René F. Kizilcec, Akshay Nambi, Tanuja Ganu, Aditya Vashistha 2026 Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) | October 2026 Honorable Mention Award at CSCW 2026
Publication Self-Evolving Curriculum for LLM Reasoning Xiaoyin Chen, Jiarui Lu, Minsu Kim, Dinghuai Zhang, Jian Tang, Alex Pich'e, Nicolas Gontier, Yoshua Bengio, Ehsan Kamalloo 2026 COLM | October 2026
Publication Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression Joykirat Singh, Justin Chih-Yao Chen, Archiki Prasad, Elias Stengel-Eskin, Akshay Nambi, Mohit Bansal 2026 COLM | October 2026
Publication BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li ICML 2026 | October 2026
Publication LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals Lihao Sun, Hang Dong, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan ACL’26 main
Publication From task to tutorial: an automated GUI framework for excel tutorial document and video creation Yuhang Xie, Jian Mu, Xiaojun Ma, Chaoyun Zhang, Lu Wang, Mengyu Zhou, Mugeng Liu, Si Qin, Qingwei Lin 林庆维, Saravan Rajmohan, Shi Han, Dongmei Zhang FSE’26 industry
Publication RepoGenesis: Benchmarking End-to-End Microservice Generation from Readme to Repository Zhiyuan Peng, Xin Yin, Pu Zhao, Fangkai Yang, Lu Wang, Ran Jia, Xu Chen, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang ACL’26 Main
Publication StepFly: Agentic Troubleshooting Guide Automation for Incident Diagnosis Jiayi Mao, Liqun Li, Yanjie Gao, Zegang Peng, Shilin He, Chaoyun Zhang, Si Qin, Samia Khalid, Qingwei Lin 林庆维, Saravan Rajmohan, Sitaram Lanka, and Dongmei Zhang FSE’26 Research