Pith Number

pith:53ZAFOSM

pith:2025:53ZAFOSMEH3SRA3XCZ6XPKUL3Q

not attested not anchored not stored refs pending

Generalized Attention Flow: Feature Attribution for Transformer Models via Maximum Flow

Behrooz Azarkhalili, Maxwell Libbrecht

arxiv:2502.15765 v1 · 2025-02-14 · cs.LG · 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{53ZAFOSMEH3SRA3XCZ6XPKUL3Q}

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	2026-07-05T10:18:16.084253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eef202ba4c21f7288377167d77aa8bdc0d4edbd158f9df6b0cf62ffe50590880

Aliases

arxiv: 2502.15765 · arxiv_version: 2502.15765v1 · doi: 10.48550/arxiv.2502.15765 · pith_short_12: 53ZAFOSMEH3S · pith_short_16: 53ZAFOSMEH3SRA3X · pith_short_8: 53ZAFOSM

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/53ZAFOSMEH3SRA3XCZ6XPKUL3Q \
  | 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: eef202ba4c21f7288377167d77aa8bdc0d4edbd158f9df6b0cf62ffe50590880

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93c7b339bf2df8a1815534eba8fb33515cf84754840e20e893f835ee62920594",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-14T19:50:58Z",
    "title_canon_sha256": "6cdb4da22489ed4851f1bac9e632cebc1923b20b69cb3afb907b157ff960d757"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15765",
    "kind": "arxiv",
    "version": 1
  }
}