EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management | Signal Canvas | ScienceToStartup

Page Freshness

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Canonical route: /signal-canvas/evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management

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Proof freshness: fresh
Proof status: unverified
Display score: 8/10
Last proof check: 2026-06-03
Score updated: 2026-06-03
Score fresh until: 2026-07-03
References: 0
Source count: 4
Coverage: 83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management | Route /signal-canvas/evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management",
    "query_text": "Summarize EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management"
  }
}

source_context

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  "query": "EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management",
  "normalized_query": "2606.03841",
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  "paper_ref": "evods-self-evolving-autonomous-data-science-agent-with-skill-learning-and-context-management",
  "topic_slug": null,
  "benchmark_ref": null,
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}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

PDF: https://arxiv.org/pdf/2606.03841v1

Repository: https://github.com/usail-hkust/EvoDS

Source count: 4

Coverage: 83%

Last proof check: 2026-06-03T20:32:57.923Z

Signal Canvas receipt window

Ready for execution: EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

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Subject: EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

Verdict

EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

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