Pith Number

pith:JP6WJ3Z6

pith:2020:JP6WJ3Z6NFEO62E2PV23AYIYCS

not attested not anchored not stored refs pending

Repulsive Attention: Rethinking Multi-head Attention as Bayesian Inference

Bang An, Changwei Hu, Changyou Chen, Chunyuan Li, Fei Tan, Jie Lyu, Ruiyi Zhang, Yifan Hu, Zhenyi Wang

arxiv:2009.09364 v2 · 2020-09-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JP6WJ3Z6NFEO62E2PV23AYIYCS}

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	2026-07-05T01:48:12.584970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bfd64ef3e6948ef689a7d75b0611814b810d05c307457f7b1f44fa17b4df0e3

Aliases

arxiv: 2009.09364 · arxiv_version: 2009.09364v2 · doi: 10.48550/arxiv.2009.09364 · pith_short_12: JP6WJ3Z6NFEO · pith_short_16: JP6WJ3Z6NFEO62E2 · pith_short_8: JP6WJ3Z6

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/JP6WJ3Z6NFEO62E2PV23AYIYCS \
  | 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: 4bfd64ef3e6948ef689a7d75b0611814b810d05c307457f7b1f44fa17b4df0e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "686b703f8d5aa11a459b1a1eac13368d404ae91374ad49c7eb76eb35082586fc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-20T06:32:23Z",
    "title_canon_sha256": "baf2de19d2eb9cc2a8c2bafb31dc0438982c565e84a2a40536fba0569f10e644"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.09364",
    "kind": "arxiv",
    "version": 2
  }
}