Pith Number

pith:VQZCG5EC

pith:2021:VQZCG5ECMBH7YYVTQO6ULQ64DB

not attested not anchored not stored refs pending

Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers

Hila Chefer, Lior Wolf, Shir Gur

arxiv:2103.15679 v1 · 2021-03-29 · 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{VQZCG5ECMBH7YYVTQO6ULQ64DB}

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	2026-07-05T02:27:08.763282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac32237482604ffc62b383bd45c3dc18754847ac8fa598efc53c98438608f1b1

Aliases

arxiv: 2103.15679 · arxiv_version: 2103.15679v1 · doi: 10.48550/arxiv.2103.15679 · pith_short_12: VQZCG5ECMBH7 · pith_short_16: VQZCG5ECMBH7YYVT · pith_short_8: VQZCG5EC

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/VQZCG5ECMBH7YYVTQO6ULQ64DB \
  | 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: ac32237482604ffc62b383bd45c3dc18754847ac8fa598efc53c98438608f1b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58d92685b4d5cbf44da50eae8fba15f83ccb8b2c4bc2a3de6158335662158bfe",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-03-29T15:03:11Z",
    "title_canon_sha256": "0a5ea810b011f80a2355e04ea619078d860cc701175487aeb0fe9ce97e48bf8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.15679",
    "kind": "arxiv",
    "version": 1
  }
}