Pith Number

pith:PLQSWN3W

pith:2025:PLQSWN3W5RGXB35ATNEV3TAFHH

not attested not anchored not stored refs pending

Bi-directional Curriculum Learning for Graph Anomaly Detection: Dual Focus on Homogeneity and Heterogeneity

Enbo He, Guisheng Yin, Yitong Hao, Yue Zhang

arxiv:2501.14197 v1 · 2025-01-24 · cs.LG · cs.SI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PLQSWN3W5RGXB35ATNEV3TAFHH}

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	2026-07-05T10:04:46.943358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ae12b3776ec4d70efa09b495dcc0539ef8b198c55af1160f97ffd521643cd30

Aliases

arxiv: 2501.14197 · arxiv_version: 2501.14197v1 · doi: 10.48550/arxiv.2501.14197 · pith_short_12: PLQSWN3W5RGX · pith_short_16: PLQSWN3W5RGXB35A · pith_short_8: PLQSWN3W

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/PLQSWN3W5RGXB35ATNEV3TAFHH \
  | 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: 7ae12b3776ec4d70efa09b495dcc0539ef8b198c55af1160f97ffd521643cd30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1eed08f0b71602cabdae1297f1b0f92dd631b879fd1f24eb862b2f2a4ec961f6",
    "cross_cats_sorted": [
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-24T03:01:16Z",
    "title_canon_sha256": "f154a90b52050b29eaebac395c8a7476672f8b3a7bd922e30f0450262b4ab6a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14197",
    "kind": "arxiv",
    "version": 1
  }
}