Pith Number

pith:NDM2O3JL

pith:2026:NDM2O3JLOO3UJZGGU5ECUDMOVK

not attested not anchored not stored refs pending

From Self-Attention to Connection Laplacian: A Unified Operator View of Transformers

Binbin Lin, Jieping Ye, Wei Chen, Wenxiao Wang, Xiaofei He, Yalun Li

arxiv:2607.10677 v1 · 2026-07-12 · 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{NDM2O3JLOO3UJZGGU5ECUDMOVK}

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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	2026-07-14T01:21:34.414361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68d9a76d2b73b744e4c6a7482a0d8eaaafb3ce524124fad91f26576895cfff76

Aliases

arxiv: 2607.10677 · arxiv_version: 2607.10677v1 · doi: 10.48550/arxiv.2607.10677 · pith_short_12: NDM2O3JLOO3U · pith_short_16: NDM2O3JLOO3UJZGG · pith_short_8: NDM2O3JL

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/NDM2O3JLOO3UJZGGU5ECUDMOVK \
  | 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: 68d9a76d2b73b744e4c6a7482a0d8eaaafb3ce524124fad91f26576895cfff76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e10074e3963319c7660523cfdbdf3c7d36c21f947ab00f8b7934b708318d5c35",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-12T09:44:54Z",
    "title_canon_sha256": "f84cd013ab210cffaee58636f54f7203cc501b40cace8e2c4c70ecbeb49de06d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.10677",
    "kind": "arxiv",
    "version": 1
  }
}