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cs.LG2026
Learning to Discover Interesting Mathematics
Niket Patel, Ahmad Rammal, Amaury Hayat +2
Recently, Large Language Models (LLMs) have been increasingly able to solve advanced mathematical problems, including many that have been open for decades. This opens the door to e…
cs.LG2025
Iterative Policy Optimization: Batch-Online Multi-Turn RL via Single-Turn RL
Daniel R. Jiang, Ankur Samanta, Yukai Yang +3
Practical LLM agents often operate over multi-turn conversations where success is determined only after the full interaction ends. Most multi-turn RL methods train via on-policy ro…