Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 3
Coverage: 50%

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 training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration | Route /signal-canvas/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration",
    "query_text": "Summarize Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration",
  "normalized_query": "2604.18131",
  "route": "/signal-canvas/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration",
  "paper_ref": "training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

PDF: https://arxiv.org/pdf/2604.18131v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-21T04:19:46.932Z

Signal Canvas receipt window

Watch and verify: Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

/buildability/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration

Watchwatch

Subject: Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

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