@inproceedings{kumbhar-etal-2026-cogtrl, title = "{COGTRL}: Training {LLM}s for Scientific Discovery Assistance using Cognitive Traces via Reinforcement Learning", author = "Kumbhar, Shrinidhi and Mashetty, Santosh and Handa, Divij and Coutinho, Kevin and Ghule, Siddharth Sambhaji and Baral, Chitta", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1401/", pages = "29842--29887", ISBN = "979-8-89176-462-0" }