Pith Number

pith:T2I6MFO4

pith:2025:T2I6MFO46W6LFNNZPDFW4GINOP

not attested not anchored not stored refs pending

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search

Haishuai Wang, Hong Yang, Junxian Wu, Peng Zhang, Yang Gao, Yizhi Chen

arxiv:2502.10459 v1 · 2025-02-12 · 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{T2I6MFO46W6LFNNZPDFW4GINOP}

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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

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:14:53.006588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e91e615dcf5bcb2b5b978cb6e190d73cbcda15f2cf1fbe616787e5d3814de71

Aliases

arxiv: 2502.10459 · arxiv_version: 2502.10459v1 · doi: 10.48550/arxiv.2502.10459 · pith_short_12: T2I6MFO46W6L · pith_short_16: T2I6MFO46W6LFNNZ · pith_short_8: T2I6MFO4

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/T2I6MFO46W6LFNNZPDFW4GINOP \
  | 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: 9e91e615dcf5bcb2b5b978cb6e190d73cbcda15f2cf1fbe616787e5d3814de71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5408d146b5e76a230c189a42b451c21c22a16ed55e2389205a821b8a4c4b7c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T07:26:07Z",
    "title_canon_sha256": "ed35bf2e9c6a134687e09c2a7e7e3e73933560350ed156d91792c724e701efd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10459",
    "kind": "arxiv",
    "version": 1
  }
}