Pith Number

pith:ZHE545FN

pith:2025:ZHE545FNTEAWQIWZMEWTHALOZJ

not attested not anchored not stored refs pending

Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Markus J. Buehler

arxiv:2501.02393 v3 · 2025-01-04 · cs.LG · cond-mat.mes-hall · cond-mat.mtrl-sci · cs.AI · 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{ZHE545FNTEAWQIWZMEWTHALOZJ}

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

Generative Artificial Intelligence Extracts Structure-Function Relationships from Plants for New Materials

Receipt and verification

First computed	2026-07-05T10:24:29.581865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9c9de74ad99016822d9612d33816eca710cb15579d5a678e8f7603fc8f839dc

Aliases

arxiv: 2501.02393 · arxiv_version: 2501.02393v3 · doi: 10.48550/arxiv.2501.02393 · pith_short_12: ZHE545FNTEAW · pith_short_16: ZHE545FNTEAWQIWZ · pith_short_8: ZHE545FN

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/ZHE545FNTEAWQIWZMEWTHALOZJ \
  | 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: c9c9de74ad99016822d9612d33816eca710cb15579d5a678e8f7603fc8f839dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9593a83b0cc9c64b4b5f82ba381cbf1adfbe2bdfbf23792d4479fa95654d27e",
    "cross_cats_sorted": [
      "cond-mat.mes-hall",
      "cond-mat.mtrl-sci",
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-04T22:30:21Z",
    "title_canon_sha256": "733451405e25370de59a4a00f01cd84134766369518b24ffc734e5fcf0a4f4f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02393",
    "kind": "arxiv",
    "version": 3
  }
}