Pith Number

pith:ZUMZPCVG

pith:2024:ZUMZPCVGS7JWTYE6OKMP46CGF7

not attested not anchored not stored refs pending

Selective Attention: Enhancing Transformer through Principled Context Control

Amit Roy-Chowdhury, Jiasi Chen, Mingchen Li, Samet Oymak, Xiangyu Chang, Xuechen Zhang

arxiv:2411.12892 v1 · 2024-11-19 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZUMZPCVGS7JWTYE6OKMP46CGF7}

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	2026-07-05T09:38:01.905138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd19978aa697d369e09e7298fe78462ff2b669a00d80e87e652aab4557b20801

Aliases

arxiv: 2411.12892 · arxiv_version: 2411.12892v1 · doi: 10.48550/arxiv.2411.12892 · pith_short_12: ZUMZPCVGS7JW · pith_short_16: ZUMZPCVGS7JWTYE6 · pith_short_8: ZUMZPCVG

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/ZUMZPCVGS7JWTYE6OKMP46CGF7 \
  | 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: cd19978aa697d369e09e7298fe78462ff2b669a00d80e87e652aab4557b20801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb5cc12a6d6ba534d84e7cff5c6957b0b9482f6046f8cadd7e979e8bf52f816f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T22:17:18Z",
    "title_canon_sha256": "387ce805b6757f181828abc2fadc880d739a8911ef3604ddd4f97d5031c13ebb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12892",
    "kind": "arxiv",
    "version": 1
  }
}