Pith Number

pith:SDPR5HK6

pith:2023:SDPR5HK6WFYJAFVUMJG32MZJ3A

not attested not anchored not stored refs pending

Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

Chen Ma, Jiehao Chen, Shengyin Sun, Yuxiang Ren

arxiv:2311.14324 v3 · 2023-11-24 · cs.AI · 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{SDPR5HK6WFYJAFVUMJG32MZJ3A}

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

1 paper in Pith

Robust Anomaly Detection in Network Traffic: Evaluating Machine Learning Models on CICIDS2017

Receipt and verification

First computed	2026-07-05T10:18:33.862375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90df1e9d5eb1709016b4624dbd3329d80851d7be84ff78ba090005426289dc56

Aliases

arxiv: 2311.14324 · arxiv_version: 2311.14324v3 · doi: 10.48550/arxiv.2311.14324 · pith_short_12: SDPR5HK6WFYJ · pith_short_16: SDPR5HK6WFYJAFVU · pith_short_8: SDPR5HK6

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/SDPR5HK6WFYJAFVUMJG32MZJ3A \
  | 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: 90df1e9d5eb1709016b4624dbd3329d80851d7be84ff78ba090005426289dc56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaebab1d681dca69c7866ff932b9b45751a5c9563f188d371dc36b335c085cc8",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-24T07:53:48Z",
    "title_canon_sha256": "7a089d7e7da9a60e7691e2f2f94e5ecaddf0580a7181bf150d215d424228f9e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14324",
    "kind": "arxiv",
    "version": 3
  }
}