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Rohan Surana
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2020 – today
- 2026
[i12]Zihan Huang, Rohan Surana, Zhouhang Xie, Junda Wu, Yu Xia, Julian J. McAuley:
Evaluation on Entity Matching in Recommender Systems. CoRR abs/2601.17218 (2026)
[i11]Zihan Huang, Xintong Li, Rohan Surana, Tong Yu, Rui Wang, Julian J. McAuley, Jingbo Shang, Junda Wu:
AMPS: Adaptive Modality Preference Steering via Functional Entropy. CoRR abs/2602.12533 (2026)
[i10]Gagan Mundada, Zihan Huang, Rohan Surana, Sheldon Yu, Jennifer Yuntong Zhang, Xintong Li, Tong Yu, Lina Yao, Jingbo Shang, Julian J. McAuley
, Xiaojun Wu:
WS-GRPO: Weakly-Supervised Group-Relative Policy Optimization for Rollout-Efficient Reasoning. CoRR abs/2602.17025 (2026)
[i9]Rohan Surana, Gagan Mundada, Xunyi Jiang, Chuhan Wang, Zhenwei Tang, Difan Jiao, Zihan Huang, Yuxin Xiong, Junda Wu, Sheldon Yu, Xintong Li, Raghav Jain, Nikki Kuang, Sizhe Zhou, Bowen Jin, Zhendong Chu, Tong Yu, Ryan Rossi, Kuan-Hao Huang, Jingbo Shang, Jiawei Han, Julian J. McAuley:
Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning. CoRR abs/2605.02913 (2026)
[i8]Zihan Huang, Junda Wu, Tong Yu, Qianqi Yan, Rohan Surana, Uttaran Bhattacharya, Lina Yao, Xin Eric Wang, Julian J. McAuley:
Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneck. CoRR abs/2605.08526 (2026)
[i7]Yash Vishe, Rohan Surana, Xunyi Jiang, Zihan Huang, Xintong Li, Nikki Lijing Kuang, Tong Yu, Ryan A. Rossi, Jingbo Shang, Julian J. McAuley, Junda Wu:
Skill-R1: Agent Skill Evolution via Reinforcement Learning. CoRR abs/2605.09359 (2026)
[i6]Rohan Surana, Xintong Li, Sheldon Yu, Yiran Jenny Shen, Chuhan Wang, Tong Yu, Prithviraj Ammanabrolu, Jingbo Shang, Julian J. McAuley, Xiaojun Wu:
MASS-DPO: Multi-negative Active Sample Selection for Direct Policy Optimization. CoRR abs/2605.10784 (2026)
[i5]Rohan Surana, Gagan Mundada, Junda Wu, Xintong Li, Yizhu Jiao, Bowen Jin, Sizhe Zhou, Tong Yu, Ritwik Sinha, Jiawei Han, Jingbo Shang, Julian J. McAuley:
F-GRPO: Factorized Group-Relative Policy Optimization for Unified Candidate Generation and Ranking. CoRR abs/2605.12995 (2026)- 2025
[c1]Zihan Huang, Junda Wu, Rohan Surana, Tong Yu, David Arbour, Ritwik Sinha, Julian J. McAuley:
Image Difference Captioning via Adversarial Preference Optimization. EMNLP 2025: 33758-33770
[i4]Rohan Surana, Junda Wu, Zhouhang Xie, Yu Xia, Harald Steck, Dawen Liang, Nathan Kallus, Julian J. McAuley
:
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System. CoRR abs/2504.15476 (2025)
[i3]Junda Wu, Rohan Surana, Zhouhang Xie, Yiran Shen, Yu Xia, Tong Yu, Ryan A. Rossi, Prithviraj Ammanabrolu, Julian J. McAuley
:
In-context Ranking Preference Optimization. CoRR abs/2504.15477 (2025)
[i2]Rohan Surana, Amit Namburi, Gagan Mundada, Abhay Lal, Zachary Novack, Julian J. McAuley
, Junda Wu:
MusiCRS: Benchmarking Audio-Centric Conversational Recommendation. CoRR abs/2509.19469 (2025)
[i1]Xintong Li, Chuhan Wang, Junda Wu, Rohan Surana, Tong Yu, Julian J. McAuley, Jingbo Shang:
Importance Sampling for Multi-Negative Multimodal Direct Preference Optimization. CoRR abs/2509.25717 (2025)
Coauthor Index

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