Pith Number

pith:QM7HG4GO

pith:2020:QM7HG4GOUWI7W4EISEXDPPQJH3

not attested not anchored not stored refs pending

Transformer Interpretability Beyond Attention Visualization

Hila Chefer, Lior Wolf, Shir Gur

arxiv:2012.09838 v2 · 2020-12-17 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QM7HG4GOUWI7W4EISEXDPPQJH3}

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.

Cited by

3 papers in Pith

IViT: A Novel Interpretable Visual Transformer for Skin Disease Detection

Vision Transformers Need Registers

AttentionBender: Manipulating Cross-Attention in Video Diffusion Transformers as a Creative Probe

Receipt and verification

First computed	2026-07-05T02:28:54.473373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

833e7370cea591fb7088912e37be093ef47d3de8bd8a47a0ed1b5f9a6b68cc3f

Aliases

arxiv: 2012.09838 · arxiv_version: 2012.09838v2 · doi: 10.48550/arxiv.2012.09838 · pith_short_12: QM7HG4GOUWI7 · pith_short_16: QM7HG4GOUWI7W4EI · pith_short_8: QM7HG4GO

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/QM7HG4GOUWI7W4EISEXDPPQJH3 \
  | 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: 833e7370cea591fb7088912e37be093ef47d3de8bd8a47a0ed1b5f9a6b68cc3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9377620252ad2b9d2497eb91468ea39f540d76ac4438dd0eb0661e09163e98b3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-12-17T18:56:33Z",
    "title_canon_sha256": "abf36565baa9ea5f8a118b6c2c5cbec018ca8a275105aed2c5189db2c9d5fdc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.09838",
    "kind": "arxiv",
    "version": 2
  }
}