I am a research scientist at Adobe Research. I finished my PhD from UW Madison in 2025 and MS from IIT Madras in 2018. My research interests lie in building agentic frameworks for multi-modal models, adaptive data collection strategies for multi-modal model training, and aligning multi-modal models with human feedback by collecting informative data. You can find more about my research here.

Publications

From Selection to Generation: A Survey of LLM-based Active Learning

Xia, Yu., Mukherjee, Subhojyoti., Xie, Zhouhang., Wu, Junda., Li, Xintong., Aponte, Ryan., Lyu, Hanjia., Barrow, Joe., Chen, Hongjie., Dernoncourt, Franck., Kveton, Branislav., Yu, Tong., Zhang, Ruiyi., Gu, Jiuxiang., Ahmed, Nesreen., Wang, Yu., Chen, Xiang., Deilamsalehy, Hanieh., Kim, Sungchul., Hu, Zhengmian., Zhao, Yue., Lipka, Nedim., Yoon, David., Huang, Ting-Hao., Wang, Zichao., Mathur, Puneet., Pal, Soumyabrata., Mukherjee, Koyel., Zhang, Zhehao., Park, Namyong., Nguyen, Thien., Luo, Jiebo., Rossi, Ryan., McAuley, Julian. (Aug. 1, 2025)

ACL 2025