Tag: human-in-the-loop

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Feb 06, 20267 min readAgent PlaybookIntermediate5 min build

InterPReT: Interactive policy restructuring enables laypersons to train more robust imitation policies

InterPReT lets lay users restructure a policy via instructions and continue training from demonstrations. In a 34-user racing game study it improved robustness without hurting usability.

imitation-learning human-in-the-loop interactive-training hci interpretability

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ml-systems arxiv-2602.04213

TutorialsUnited States

Open

Feb 06, 20268 min readTooling Deep DiveIntermediate240 min build

Scalable Interactive Oversight: building a decision-tree prototype to collect node-level feedback and steer LLMs

Guide to building Scalable Interactive Oversight: decompose intent into a decision tree, collect low‑burden node feedback, aggregate signals, and gain 54% better alignment.

scalable-interactive-oversight LLM human-in-the-loop reinforcement-learning alignment

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tooling supervision decomposition