Author

Daniel Jiang

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#artificial intelligence Preprint Oct 2026

Constraint Tree Exploration for Learning from Language Feedback

Natural-language feedback in interactive learning often explains why an action failed by pointing to violated requirements. Misinterpreting this feedback can lead an agent to rule out valid solutions. We study this setting by modeling user intent as latent constraints over an action space and formulating learning from...

Shao-Ang Li, Daniel R. Jiang, Jian Li · 0 citations

#machine learning Jul 2026

Off-Context GRPO: Learning to Reason on Hard Problems using Privileged Information

Off-Context GRPO (OC-GRPO), a minimally modified variant of GRPO that uses guided rollouts but applies an importance-corrected objective to steer the update back toward the original unguided objective, avoiding the mismatch that destabilizes uncorrected guided training.

Priyank Agrawal, Ankur Samanta, S. Ghasemlou et al. · arXiv.org · 1 citation