MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse

stale

Proof freshness: fresh
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-15
Score updated: 2026-05-15
Score fresh until: 2026-06-14
References: 0
Source count: 0
Coverage: 0%

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 mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse | Route /signal-canvas/mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse",
    "query_text": "Summarize MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse",
  "normalized_query": "2605.14413",
  "route": "/signal-canvas/mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse",
  "paper_ref": "mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse",
  "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: MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

PDF: https://arxiv.org/pdf/2605.14413v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:12:01.098Z

Signal Canvas receipt window

Watch and verify: MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

/buildability/mahavar-ood-detection-via-class-wise-mahalanobis-distance-variance-under-neural-collapse

Watchwatch

Subject: MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface