DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/darts-distribution-aware-active-rollout-trajectory-shaping-for-accelerating-llm-reinforcement-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 4
Coverage: 67%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID darts-distribution-aware-active-rollout-trajectory-shaping-for-accelerating-llm-reinforcement-learning | Route /signal-canvas/darts-distribution-aware-active-rollout-trajectory-shaping-for-accelerating-llm-reinforcement-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/darts-distribution-aware-active-rollout-trajectory-shaping-for-accelerating-llm-reinforcement-learning

MCP example

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    "query_text": "Summarize DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning"
  }
}

source_context

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Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

PDF: https://arxiv.org/pdf/2605.30859v1

Repository: https://github.com/PKU-DAIR/DARTS

Source count: 4

Coverage: 67%

Last proof check: 2026-06-01T20:23:32.255Z

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Ready for execution: DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

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Subject: DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

Verdict

DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning

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