Pith Number

pith:PCFMSBBJ

pith:2023:PCFMSBBJEGVOZZF3GMPIOB5KOE

not attested not anchored not stored refs pending

Causal Interpretation of Self-Attention in Pre-Trained Transformers

Raanan Y. Rohekar, Shami Nisimov, Yaniv Gurwicz

arxiv:2310.20307 v1 · 2023-10-31 · cs.AI · 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{PCFMSBBJEGVOZZF3GMPIOB5KOE}

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	2026-07-05T07:07:28.195138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

788ac9042921aaece4bb331e8707aa7137e07a10aeb0f4b07b12ae60a57bb0e3

Aliases

arxiv: 2310.20307 · arxiv_version: 2310.20307v1 · doi: 10.48550/arxiv.2310.20307 · pith_short_12: PCFMSBBJEGVO · pith_short_16: PCFMSBBJEGVOZZF3 · pith_short_8: PCFMSBBJ

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/PCFMSBBJEGVOZZF3GMPIOB5KOE \
  | 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: 788ac9042921aaece4bb331e8707aa7137e07a10aeb0f4b07b12ae60a57bb0e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f5e555de56c4679d010c0d1a204a5c30ee0f40f357193c6c2e54bb6b4c20a8b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-31T09:27:12Z",
    "title_canon_sha256": "9358e3f365cd517ea478631f8e07b2da4a3acba2a932e181f2eddea01c08c5c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.20307",
    "kind": "arxiv",
    "version": 1
  }
}