Pith Number

pith:6NDFDNML

pith:2024:6NDFDNML5YVXM36EUGSTLHBCTB

not attested not anchored not stored refs pending

ContextGNN: Beyond Two-Tower Recommendation Systems

Akihiro Nitta, Alan Krumholz, Bla\v{z} Stojanovi\v{c}, Dong Wang, Jan Eric Lenssen, Jure Leskovec, Manan Shah, Matthias Fey, Shenyang Huang, Weihua Hu, Xinwei He, Yiwen Yuan, Zecheng Zhang

arxiv:2411.19513 v1 · 2024-11-29 · cs.IR · 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{6NDFDNML5YVXM36EUGSTLHBCTB}

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	2026-07-05T09:42:03.536265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f34651b58bee2b766fc4a1a5359c22987f93562d02efbdec571331bdf96bb33d

Aliases

arxiv: 2411.19513 · arxiv_version: 2411.19513v1 · doi: 10.48550/arxiv.2411.19513 · pith_short_12: 6NDFDNML5YVX · pith_short_16: 6NDFDNML5YVXM36E · pith_short_8: 6NDFDNML

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/6NDFDNML5YVXM36EUGSTLHBCTB \
  | 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: f34651b58bee2b766fc4a1a5359c22987f93562d02efbdec571331bdf96bb33d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93a6eb97d3504ee68a6eade2f2844e5b1d7b0daac5586da19bef14b04bac3b70",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-29T07:11:42Z",
    "title_canon_sha256": "08de81a70074ef7d7ca377608e5c3a516169f4493aa6d52ed786941915bc9fb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19513",
    "kind": "arxiv",
    "version": 1
  }
}