Do Sparse Autoencoders Capture Concept Manifolds?

Do Sparse Autoencoders Capture Concept Manifolds? | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/do-sparse-autoencoders-capture-concept-manifolds

stale

Proof freshness: stale
Proof status: unverified
Display score: 2/10
Last proof check: 2026-05-01
Score updated: 2026-05-01
Score fresh until: 2026-05-31
References: 0
Source count: 4
Coverage: 83%

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 do-sparse-autoencoders-capture-concept-manifolds | Route /signal-canvas/do-sparse-autoencoders-capture-concept-manifolds

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/do-sparse-autoencoders-capture-concept-manifolds

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "do-sparse-autoencoders-capture-concept-manifolds",
    "query_text": "Summarize Do Sparse Autoencoders Capture Concept Manifolds?"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Do Sparse Autoencoders Capture Concept Manifolds?",
  "normalized_query": "2604.28119",
  "route": "/signal-canvas/do-sparse-autoencoders-capture-concept-manifolds",
  "paper_ref": "do-sparse-autoencoders-capture-concept-manifolds",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Do Sparse Autoencoders Capture Concept Manifolds?

PDF: https://arxiv.org/pdf/2604.28119v1

Repository: https://github.com/goodfire-ai/sae-manifold

Source count: 4

Coverage: 83%

Last proof check: 2026-05-01T20:34:37.265Z