Pith Number

pith:HXZVMTFV

pith:2023:HXZVMTFV3LRZTPWMORPCI2WCXB

not attested not anchored not stored refs pending

Graph Inductive Biases in Transformers without Message Passing

Adriana Romero-Soriano, Chen Lin, Derek Lim, Liheng Ma, Mark Coates, Philip Torr, Puneet K. Dokania, Ser-Nam Lim

arxiv:2305.17589 v1 · 2023-05-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HXZVMTFV3LRZTPWMORPCI2WCXB}

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

2 papers in Pith

Graph Transformers and Stabilized Reinforcement Learning for Large-Scale Dynamic Routing Modulation and Spectrum Allocation in Elastic Optical Networks

Receipt and verification

First computed	2026-07-05T06:43:01.593213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3df3564cb5dae399becc745e246ac2b87fc9dea69b72be55fb612d163ab34f92

Aliases

arxiv: 2305.17589 · arxiv_version: 2305.17589v1 · doi: 10.48550/arxiv.2305.17589 · pith_short_12: HXZVMTFV3LRZ · pith_short_16: HXZVMTFV3LRZTPWM · pith_short_8: HXZVMTFV

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/HXZVMTFV3LRZTPWMORPCI2WCXB \
  | 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: 3df3564cb5dae399becc745e246ac2b87fc9dea69b72be55fb612d163ab34f92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0b4d38c0b139f204d13d7bf7b100878767ba50ae6b3d8ccf8570533902b0fb8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-27T22:26:27Z",
    "title_canon_sha256": "d4ec4d7784c0d1d7e8f2c0bfe7aeddfe4c192b35233bc91e0b46d9a1eb218af2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17589",
    "kind": "arxiv",
    "version": 1
  }
}