Pith Number

pith:5WJF35HD

pith:2023:5WJF35HDBPSZVMNUXK2JZICRXS

not attested not anchored not stored refs pending

Efficient Attention via Control Variates

Chong Wang, Jianbo Yuan, Lingpeng Kong, Lin Zheng

arxiv:2302.04542 v1 · 2023-02-09 · cs.LG · cs.CL · 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{5WJF35HDBPSZVMNUXK2JZICRXS}

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

1 paper in Pith

Feature Shift Localization Network

Receipt and verification

First computed	2026-07-05T05:40:15.534759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed925df4e30be59ab1b4bab49ca051bca0907bfe823fd23e2ae461cefb1a5512

Aliases

arxiv: 2302.04542 · arxiv_version: 2302.04542v1 · doi: 10.48550/arxiv.2302.04542 · pith_short_12: 5WJF35HDBPSZ · pith_short_16: 5WJF35HDBPSZVMNU · pith_short_8: 5WJF35HD

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/5WJF35HDBPSZVMNUXK2JZICRXS \
  | 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: ed925df4e30be59ab1b4bab49ca051bca0907bfe823fd23e2ae461cefb1a5512

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d096d93722eda513d2d643cb41573ec4f6fddd3179d690deb7fe1d93847dd9e8",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-09T10:16:20Z",
    "title_canon_sha256": "a85d45484a682b28dbc22a854ff78f95907bfacbe1e1815661810b1182f599d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04542",
    "kind": "arxiv",
    "version": 1
  }
}