Pith Number

pith:RAGNCFNP

pith:2025:RAGNCFNPY5BSNRUKFXZMCOJZRS

not attested not anchored not stored refs pending

Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers

Bohang Sun, Pietro Li\`o

arxiv:2501.01311 v2 · 2025-01-02 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RAGNCFNPY5BSNRUKFXZMCOJZRS}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T09:59:58.352893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

880cd115afc74326c68a2df2c139398c8a1e1a2d95a902e106c69f94942bcf72

Aliases

arxiv: 2501.01311 · arxiv_version: 2501.01311v2 · doi: 10.48550/arxiv.2501.01311 · pith_short_12: RAGNCFNPY5BS · pith_short_16: RAGNCFNPY5BSNRUK · pith_short_8: RAGNCFNP

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/RAGNCFNPY5BSNRUKFXZMCOJZRS \
  | 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: 880cd115afc74326c68a2df2c139398c8a1e1a2d95a902e106c69f94942bcf72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9f53832549aa314cd4751f6935c9615fb7e60c306f08cccdf360c9ad18db4fa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-02T15:47:56Z",
    "title_canon_sha256": "25de5f2566776c69708d2fd005ff6b80934ae0e0c105c855dec632336237cfed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01311",
    "kind": "arxiv",
    "version": 2
  }
}