Pith Number

pith:WBVZ35QR

pith:2024:WBVZ35QRIY7JBSSRTOU4CV7BXR

not attested not anchored not stored refs pending

Generalized Probabilistic Attention Mechanism in Transformers

DongNyeong Heo, Heeyoul Choi

arxiv:2410.15578 v1 · 2024-10-21 · 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{WBVZ35QRIY7JBSSRTOU4CV7BXR}

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

Only Large Weights (And Not Skip Connections) Can Prevent the Perils of Rank Collapse

Receipt and verification

First computed	2026-07-05T09:23:21.632376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b06b9df611463e90ca519ba9c157e1bc6376a79ee8cc7364bd40f015528eaa6b

Aliases

arxiv: 2410.15578 · arxiv_version: 2410.15578v1 · doi: 10.48550/arxiv.2410.15578 · pith_short_12: WBVZ35QRIY7J · pith_short_16: WBVZ35QRIY7JBSSR · pith_short_8: WBVZ35QR

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/WBVZ35QRIY7JBSSRTOU4CV7BXR \
  | 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: b06b9df611463e90ca519ba9c157e1bc6376a79ee8cc7364bd40f015528eaa6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2661d5c80d29606de763b71949fafba5fbadc8e3cbdccbbd5d21ab2a9b54314",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T01:55:52Z",
    "title_canon_sha256": "2fe46d1aa190f2432b4fd61db9f2b0f760d164049e5b92ca10b3f5cfb011e7cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15578",
    "kind": "arxiv",
    "version": 1
  }
}