Pith Number

pith:OAOWWY4Q

pith:2021:OAOWWY4QUGPOM6EIGNMGGMP2ZP

not attested not anchored not stored refs pending

GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph

Amit Singh, Chaozhuo Li, Defu Lian, Guangzhong Sun, Junhan Yang, Sanjay Agrawal, Shitao Xiao, Xing Xie, Zheng Liu

arxiv:2105.02605 v3 · 2021-05-06 · cs.CL · cs.AI · cs.IR

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\usepackage{pith}
\pithnumber{OAOWWY4QUGPOM6EIGNMGGMP2ZP}

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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.

Cited by

1 paper in Pith

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

Receipt and verification

First computed	2026-07-05T06:58:34.825125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

701d6b6390a19ee6788833586331facbde07f27d7f878341d80dbc8463c6becf

Aliases

arxiv: 2105.02605 · arxiv_version: 2105.02605v3 · doi: 10.48550/arxiv.2105.02605 · pith_short_12: OAOWWY4QUGPO · pith_short_16: OAOWWY4QUGPOM6EI · pith_short_8: OAOWWY4Q

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/OAOWWY4QUGPOM6EIGNMGGMP2ZP \
  | 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: 701d6b6390a19ee6788833586331facbde07f27d7f878341d80dbc8463c6becf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4471f99756b53af00673c986863af6ee601865c324d831577ac189358c76323d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-05-06T12:20:41Z",
    "title_canon_sha256": "85cb7f44239691493d753469d0abbf0e2690cba88fe84051a3cb439eff4130bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.02605",
    "kind": "arxiv",
    "version": 3
  }
}