Pith Number

pith:EKIKWWAJ

pith:2025:EKIKWWAJQLK7BNSYGJ6LPTS42O

not attested not anchored not stored refs pending

Are Large Language Models Good Temporal Graph Learners?

Ali Parviz, Emma Kondrup, Guillaume Rabusseau, Michael Bronstein, Reihaneh Rabbany, Shenyang Huang, Zachary Yang, Zifeng Ding

arxiv:2506.05393 v1 · 2025-06-03 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EKIKWWAJQLK7BNSYGJ6LPTS42O}

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.

Receipt and verification

First computed	2026-07-05T11:17:01.909800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2290ab580982d5f0b658327cb7ce5cd3b50a9983bb6ecc09249c5638d3f460ab

Aliases

arxiv: 2506.05393 · arxiv_version: 2506.05393v1 · doi: 10.48550/arxiv.2506.05393 · pith_short_12: EKIKWWAJQLK7 · pith_short_16: EKIKWWAJQLK7BNSY · pith_short_8: EKIKWWAJ

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/EKIKWWAJQLK7BNSYGJ6LPTS42O \
  | 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: 2290ab580982d5f0b658327cb7ce5cd3b50a9983bb6ecc09249c5638d3f460ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "050fe7908f0d6ecf8ddee84d4fa62a26d7011f09b978a776614506d027b1780b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-03T19:34:24Z",
    "title_canon_sha256": "79c6c9c4c0eabb0fc4e1715112d6c4f93cebf2519a948ef389cc57293c241e22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05393",
    "kind": "arxiv",
    "version": 1
  }
}