Feedback-Based Self-Learning in Large-Scale Conversational AI Agents. - Pragaash Ponnusamy; Alireza Roshan Ghias; Chenlei Guo; Ruhi Sarikaya (AAAI, 2020)

Personalized Query Rewriting in Conversational AI Agents. - Alireza Roshan Ghias; Clint Solomon Mathialagan; Pragaash Ponnusamy; Lambert Mathias; Chenlei Guo (CoRR, 2020)

Feedback-Based Self-Learning in Large-Scale Conversational AI Agents. - Pragaash Ponnusamy; Alireza Roshan Ghias; Yi Yi; Benjamin Z. Yao; Chenlei Guo; Ruhi Sarikaya (AI Mag., 2021)

Self-Aware Feedback-Based Self-Learning in Large-Scale Conversational AI. - Pragaash Ponnusamy; Clint Solomon Mathialagan; Gustavo Aguilar; Chengyuan Ma; Chenlei Guo (NAACL-HLT (Industry Papers), 2022)

A Vocabulary-Free Multilingual Neural Tokenizer for End-to-End Task Learning. - Md Mofijul Islam; Gustavo Aguilar; Pragaash Ponnusamy; Clint Solomon Mathialagan; Chengyuan Ma; Chenlei Guo (RepL4NLP@ACL, 2022)

PersonalTM: Transformer Memory for Personalized Retrieval. - Ruixue Lian; Sixing Lu; Clint Solomon; Gustavo Aguilar; Pragaash Ponnusamy; Jialong Han; Chengyuan Ma; Chenlei Guo (SIGIR, 2023)

Mechanistic Design and Scaling of Hybrid Architectures. - Michael Poli; Armin W. Thomas; Eric Nguyen; Pragaash Ponnusamy; Björn Deiseroth; Kristian Kersting; Taiji Suzuki; Brian L. Hie; Stefano Ermon; Christopher Ré; Ce Zhang 001; Stefano Massaroli (ICML, 2024)

Training-Free Activation Sparsity in Large Language Models. - James Liu; Pragaash Ponnusamy; Tianle Cai; Han Guo; Yoon Kim; Ben Athiwaratkun (ICLR, 2025)