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hidden state dynamics

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information contribution (1) pac reinforcement learning (1) language model trustworthiness (1) probe method (1) internal representation analysis (1) semantic dynamics (1) oracle model (1) model trustworthiness (1) reliability assessment (1) sample-efficient algorithm (1)

Papers

Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models AAAI 2026 ICR Probe: Tracking Hidden State Dynamics for Reliable Hallucination Detection in LLMs ACL 2025 Understanding and Controlling Memory in Recurrent Neural Networks ICML 2019 On Oracle-Efficient PAC RL with Rich Observations NeurIPS 2018