Ruitong Sun
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126
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2026
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL
The paper introduces TRON, an online, rule-verifiable environment substrate that generates an unbounded stream of fresh, controllable visual reasoning training instances, significantly improving RL performance on external multimodal benchmarks.
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Papers
cs.AIRecentJun 1, 2026
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL
Tianze Yang, Yucheng Shi, Ruitong Sun, Jingyuan Huang +2 more
The paper introduces TRON, an online, rule-verifiable environment substrate that generates an unbounded stream of fresh, controllable visual reasoning training instances, significantly improving RL pe…
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