Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective

Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/rethinking-importance-sampling-in-llm-policy-optimization-a-cumulative-token-perspective

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Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
References: 0
Source count: 4
Coverage: 83%

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Canonical ID rethinking-importance-sampling-in-llm-policy-optimization-a-cumulative-token-perspective | Route /signal-canvas/rethinking-importance-sampling-in-llm-policy-optimization-a-cumulative-token-perspective

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective

PDF: https://arxiv.org/pdf/2605.07331v1

Repository: https://github.com/horizon-llm/CTPO

Source count: 4

Coverage: 83%

Last proof check: 2026-05-11T20:36:05.157Z

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