proof blockPage 368%
Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer explores Investigating the limitations of current AI models in abstract causal structure transfer, highlighting a reliance on environmental grounding over human-like analogical reasoning. in Causal Reasoning.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer | Route /paper/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transferMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24062"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer",
"normalized_query": "2604.24062",
"route": "/paper/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer",
"paper_ref": "grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
Subject: Grounding Before Generalizing: How AI Differs from Humans in Causal Transfer
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 0.0
Visual citation anchors from the paper document graph.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
Paper ref
grounding-before-generalizing-how-ai-differs-from-humans-in-causal-transfer
arXiv id
2604.24062
Generated at
2026-04-28T15:20:53.813Z
Evidence freshness
fresh
Last verification
2026-04-28T15:20:53.813Z
Sources
3
References
0
Coverage
50%
Lineage hash
a9e54afbd0ccf64a66e0b69a14bcccefd54100c6821d7ac8f0200b0d2ff96c33
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. (SD = 9.09, N = 80) to identify all three solutions. Gemini-
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. N = 40; t(78) = −1.27, p = .207). In contrast, all models
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. (SD = 9.53, N = 61; t(139) = 3.12, p = .002). DeepSeek-
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.