Compared to this week’s papers
Stale evidence
Claims: 0
References: 0
Proof: failed
Freshness: stale
Source paper: ICON: Invariant Counterfactual Optimization with Neuro-Symbolic Priors for Text-Based Person Search
PDF: https://arxiv.org/pdf/2601.15931v1
Source count: 0
Coverage: 33%
Last proof check: 2026-03-17T21:43:58.792976Z
Canonical paper trust state plus paper-specific synthesis and commercialization judgment.
Paper mode stays anchored to the canonical paper kernel before it broadens into citations and next actions.
Paper mode stays anchored to the canonical paper kernel before it broadens into citations and next actions.
Shared `source_context` now powers Build Loop, Talent, workspace saves, and browser deep links.
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Canonical paper receipt
distribution readiness has not been computed yet
repo_url
Freshness: stale
Proof: failed
Repo: missing
Coverage: 33%
References: 0
Sources: 0
Lineage: not recorded
Last verification: 3/17/2026, 9:43:58 PM
Canonical Paper Receipt
distribution readiness has not been computed yet
repo_url
Freshness: stale
Proof: failed
Repo: missing
Coverage: 33%
References: 0
Sources: 0
Lineage: not recorded
Last verification: 3/17/2026, 9:43:58 PM
Starting…
Dimensions overall score 8.0
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6mo ROI
0.5-1x
3yr ROI
6-15x
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Xiangyu Wang
Northeastern University, College of Computer Science and Engineering
Zhixin Lv
Northeastern University, College of Computer Science and Engineering
Yongjiao Sun
Northeastern University, College of Computer Science and Engineering
Anrui Han
Northeastern University, College of Computer Science and Engineering
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