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Pith Number

pith:47KEQGKB

pith:2025:47KEQGKBEL5XNL3AY4IPJPR6F3
not attested not anchored not stored refs pending

ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features

Alec Helbling, Ben Hoover, Duen Horng Chau, Pinar Yanardag, Tuna Han Salih Meral

arxiv:2502.04320 v2 · 2025-02-06 · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{47KEQGKBEL5XNL3AY4IPJPR6F3}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
✓ Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows
The Cow of Rembrandt - Analyzing Artistic Prompt Interpretation in Text-to-Image Models
What Concepts Lie Within? Detecting and Suppressing Risky Content in Diffusion Transformers
FAIR_XAI: Improving Multimodal Foundation Model Fairness via Explainability for Wellbeing Assessment
Consistency Regularised Gradient Flows for Inverse Problems
Receipt and verification
First computed 2026-07-05T11:30:21.975685Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7d448194122fb76af60c710f4be3e2efab7711df915b144039c977326b0ca96

Aliases

arxiv: 2502.04320 · arxiv_version: 2502.04320v2 · doi: 10.48550/arxiv.2502.04320 · pith_short_12: 47KEQGKBEL5X · pith_short_16: 47KEQGKBEL5XNL3A · pith_short_8: 47KEQGKB
Agent API
Resolver JSON Graph JSON Events JSON Schema Signing key
Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/47KEQGKBEL5XNL3AY4IPJPR6F3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: e7d448194122fb76af60c710f4be3e2efab7711df915b144039c977326b0ca96
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "3c7940f9c392f602fb49213b906c9b3d675b1fedb25d87abc81b13fb64cbfceb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-06T18:59:00Z",
    "title_canon_sha256": "01b7ace1f2b85b156656d69ad791aabe57363756f3f1e2a42f20af7bd8359fee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04320",
    "kind": "arxiv",
    "version": 2
  }
}