Unsupervised Contrastive Learning of Image Representations from Ultrasound Videos with Hard Negative Mining. - Soumen Basu; Somanshu Singla; Mayank Gupta; Pratyaksha Rana; Pankaj Gupta 005; Chetan Arora 001 (MICCAI (4), 2022)

Dynamic Rewarding with Prompt Optimization Enables Tuning-free Self-Alignment of Language Models. - Somanshu Singla; Zhen Wang 041; Tianyang Liu 003; Abdullah Ashfaq; Zhiting Hu; Eric P. Xing (EMNLP, 2024)

Rethinking Reflection in Pre-Training. - Darsh J. Shah; Peter Rushton; Somanshu Singla; Mohit Parmar; Kurt Smith; Yash Vanjani; Ashish Vaswani; Adarsh Chaluvaraju; Andrew Hojel; Andrew Ma; Anil Thomas; Anthony M. Polloreno; et al. (CoRR, 2025)

Practical Efficiency of Muon for Pretraining. - Ishaan Shah; Anthony M. Polloreno; Karl Stratos; Philip Monk; Adarsh Chaluvaraju; Andrew Hojel; Andrew Ma; Anil Thomas; Ashish Tanwer; Darsh J. Shah; Khoi Nguyen; Kurt Smith; et al. (CoRR, 2025)

Decentralized Arena: Towards Democratic and Scalable Automatic Evaluation of Language Models. - Yanbin Yin; Kun Zhou; Zhen Wang 041; Zhaoxiang Zhang 001; Yifei Shao; Shibo Hao; Yi Gu; Jieyuan Liu; Somanshu Singla; Tianyang Liu 003; Eric P. Xing; Zhengzhong Liu 001; et al. (CoRR, 2025)

Essential-Web v1.0: 24T tokens of organized web data. - Andrew Hojel; Michael Pust; Tim Romanski; Yash Vanjani; Ritvik Kapila; Mohit Parmar; Adarsh Chaluvaraju; Alok Tripathy; Anil Thomas; Ashish Tanwer; Darsh J. Shah; Ishaan Shah; et al. (CoRR, 2025)