Jonathan Light

14 papers A* 2Journal 12

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Actor-Curator: Co-adaptive Curriculum Learning via Policy-Improvement Bandits for RL Post-Training. CoRR Zhengyao Gu, Jonathan Light, Raul Astudillo, Ziyu Ye, Langzhou He, Henry Peng Zou, Wei Cheng, Santiago Paternain, Philip S. Yu, Yisong Yue
2025	J	`jnl`	DISC: Dynamic Decomposition Improves LLM Inference Scaling. CoRR Jonathan Light, Wei Cheng, Yue Wu, Masafumi Oyamada, Mengdi Wang, Santiago Paternain, Haifeng Chen
2025	J	`jnl`	Diversified Sampling Improves Scaling LLM inference. CoRR Tianchun Wang, Zichuan Liu, Yuanzhou Chen, Jonathan Light, Haifeng Chen, Xiang Zhang, Wei Cheng
2025	A*	`conf`	SFS: Smarter Code Space Search improves LLM Inference Scaling. ICLR Jonathan Light, Yue Wu, Yiyou Sun, Wenchao Yu, Yanchi Liu, Xujiang Zhao, Ziniu Hu, Haifeng Chen, Wei Cheng
2025	J	`jnl`	Simple Agents Outperform Experts in Biomedical Imaging Workflow Optimization. CoRR Xuefei Wang, Kai A. Horstmann, Ethan Lin, Jonathan Chen, Alexander R. Farhang, Sophia Stiles, Atharva Sehgal, Jonathan Light, David Van Valen, Yisong Yue, Jennifer J. Sun
2025	A*	`conf`	Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search. ICLR Jonathan Light, Min Cai, Weiqin Chen, Guanzhi Wang, Xiusi Chen, Wei Cheng, Yisong Yue, Ziniu Hu
2025	J	`jnl`	TDRM: Smooth Reward Models with Temporal Difference for LLM RL and Inference. CoRR Dan Zhang, Min Cai, Jonathan Light, Ziniu Hu, Yisong Yue, Jie Tang
2025	J	`jnl`	Unifying and Optimizing Data Values for Selection via Sequential-Decision-Making. CoRR Hongliang Chi, Qiong Wu, Zhengyi Zhou, Jonathan Light, Emily Dodwell, Yao Ma
2024	J	`jnl`	Dataset Distillation for Offline Reinforcement Learning. CoRR Jonathan Light, Yuanzhe Liu, Ziniu Hu
2024	J	`jnl`	PIANIST: Learning Partially Observable World Models with LLMs for Multi-Agent Decision Making. CoRR Jonathan Light, Sixue Xing, Yuanzhe Liu, Weiqin Chen, Min Cai, Xiusi Chen, Guanzhi Wang, Wei Cheng, Yisong Yue, Ziniu Hu
2024	J	`jnl`	Scattered Forest Search: Smarter Code Space Exploration with LLMs. CoRR Jonathan Light, Yue Wu, Yiyou Sun, Wenchao Yu, Yanchi Liu, Xujiang Zhao, Ziniu Hu, Haifeng Chen, Wei Cheng
2024	J	`jnl`	Strategist: Learning Strategic Skills by LLMs via Bi-Level Tree Search. CoRR Jonathan Light, Min Cai, Weiqin Chen, Guanzhi Wang, Xiusi Chen, Wei Cheng, Yisong Yue, Ziniu Hu
2023	J	`jnl`	A Data-Centric Online Market for Machine Learning: From Discovery to Pricing. CoRR Minbiao Han, Jonathan Light, Steven Xia, Sainyam Galhotra, Raul Castro Fernandez, Haifeng Xu
2023	J	`jnl`	From Text to Tactic: Evaluating LLMs Playing the Game of Avalon. CoRR Jonathan Light, Min Cai, Sheng Shen, Ziniu Hu