From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory

From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory

stale

Proof freshness: stale
Proof status: partial
Display score: 7/10
Last proof check: 2026-03-20
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
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 from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory | Route /signal-canvas/from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory",
    "query_text": "Summarize From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory",
  "normalized_query": "2603.18420",
  "route": "/signal-canvas/from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory",
  "paper_ref": "from-topic-to-transition-structure-unsupervised-concept-discovery-at-corpus-scale-via-predictive-associative-memory",
  "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: From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory

PDF: https://arxiv.org/pdf/2603.18420v1

Repository: https://github.com/EridosAI/PAM-Concept-Discovery

Source count: Pending verification

Coverage: 50%

Last proof check: 2026-03-20T21:29:19.644Z

Signal Canvas receipt window

Ready for execution: From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory

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Subject: From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory

From Topic to Transition Structure: Unsupervised Concept Discovery at Corpus Scale via Predictive Associative Memory

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