Pith Number

pith:UFWFJ7VY

pith:2020:UFWFJ7VY4T2UUKK2GXP6DSOMFV

not attested not anchored not stored refs pending

Bayesian Attention Modules

Bo Chen, Mingyuan Zhou, Shujian Zhang, Xinjie Fan

arxiv:2010.10604 v1 · 2020-10-20 · stat.ML · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UFWFJ7VY4T2UUKK2GXP6DSOMFV}

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	2026-07-05T01:44:52.784581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a16c54feb8e4f54a295a35dfe1c9cc2d667fd051364c1972f98867a9b69845ef

Aliases

arxiv: 2010.10604 · arxiv_version: 2010.10604v1 · doi: 10.48550/arxiv.2010.10604 · pith_short_12: UFWFJ7VY4T2U · pith_short_16: UFWFJ7VY4T2UUKK2 · pith_short_8: UFWFJ7VY

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/UFWFJ7VY4T2UUKK2GXP6DSOMFV \
  | 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: a16c54feb8e4f54a295a35dfe1c9cc2d667fd051364c1972f98867a9b69845ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6043b843a30aaf1ac32e22ec93d3a62a2b09e92034b923adde2cd70f59f2bbda",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-10-20T20:30:55Z",
    "title_canon_sha256": "f46ae707d26252f0ff56a1b82ba5dcfdf3f70ee1527b32d3146ba44bc61949c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.10604",
    "kind": "arxiv",
    "version": 1
  }
}