IDYNO: Learning Nonparametric DAGs from Interventional Dynamic Data. - Tian Gao; Debarun Bhattacharjya; Elliot Nelson; Miao Liu 001; Yue Yu (ICML, 2022)

Linearizing contextual bandits with latent state dynamics. - Elliot Nelson; Debarun Bhattacharjya; Tian Gao; Miao Liu 001; Djallel Bouneffouf 001; Pascal Poupart (UAI, 2022)

Larimar: Large Language Models with Episodic Memory Control. - Payel Das; Subhajit Chaudhury; Elliot Nelson; Igor Melnyk; Sarathkrishna Swaminathan; Sihui Dai; Aurélie C. Lozano; Georgios Kollias; Vijil Chenthamarakshan; Jirí Navrátil 001; Soham Dan; Pin-Yu Chen (ICML, 2024)

Larimar: Large Language Models with Episodic Memory Control. - Payel Das; Subhajit Chaudhury; Elliot Nelson; Igor Melnyk; Sarath Swaminathan; Sihui Dai; Aurélie C. Lozano; Georgios Kollias; Vijil Chenthamarakshan; Jirí Navrátil 001; Soham Dan; Pin-Yu Chen (CoRR, 2024)

Needle in the Haystack for Memory Based Large Language Models. - Elliot Nelson; Georgios Kollias; Payel Das; Subhajit Chaudhury; Soham Dan (CoRR, 2024)

EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts. - Subhajit Chaudhury; Payel Das; Sarathkrishna Swaminathan; Georgios Kollias; Elliot Nelson; Khushbu Pahwa; Tejaswini Pedapati; Igor Melnyk; Matthew Riemer (ACL (1), 2025)

Q-function Decomposition with Intervention Semantics for Factored Action Spaces. - Junkyu Lee 001; Tian Gao; Elliot Nelson; Miao Liu 001; Debarun Bhattacharjya; Songtao Lu (AISTATS, 2025)

Application of Deep Learning to Predict the Persistence, Bioaccumulation, and Toxicity of Pharmaceuticals. - Dominga Evangelista; Elliot Nelson; Rachael Skyner; Ben Tehan; Mattia Bernetti; Marinella Roberti; Maria Laura Bolognesi; Giovanni Bottegoni (J. Chem. Inf. Model., 2025)