Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning

Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-03
Score updated: 2026-04-03
Score fresh until: 2026-05-03
References: 0
Source count: 0
Coverage: 17%

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 malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning | Route /signal-canvas/malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning",
    "query_text": "Summarize Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning",
  "normalized_query": "2604.01345",
  "route": "/signal-canvas/malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning",
  "paper_ref": "malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning

PDF: https://arxiv.org/pdf/2604.01345v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-03T20:20:18.213Z

Signal Canvas receipt window

Not build-ready: Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning

/buildability/malliavin-calculus-for-counterfactual-gradient-estimation-in-adaptive-inverse-reinforcement-learning

Ignoreblocked

Subject: Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Malliavin Calculus for Counterfactual Gradient Estimation in Adaptive Inverse Reinforcement Learning

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface