Pith Number

pith:3BRCYACA

pith:2025:3BRCYACA54PYUTLMSAGFOLFZNF

not attested not anchored not stored refs pending

Learning Traffic Anomalies from Generative Models on Real-Time Observations

Alexandros Sopasakis, Fotis I. Giasemis

arxiv:2502.01391 v5 · 2025-02-03 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3BRCYACA54PYUTLMSAGFOLFZNF}

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

Real-Time Analysis of Unstructured Data with Machine Learning on Heterogeneous Architectures

Receipt and verification

First computed	2026-07-05T11:35:53.177863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8622c0040ef1f8a4d6c900c572cb9695c8da7f2d3e570d4072c874c52dc3f65

Aliases

arxiv: 2502.01391 · arxiv_version: 2502.01391v5 · doi: 10.48550/arxiv.2502.01391 · pith_short_12: 3BRCYACA54PY · pith_short_16: 3BRCYACA54PYUTLM · pith_short_8: 3BRCYACA

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/3BRCYACA54PYUTLMSAGFOLFZNF \
  | 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: d8622c0040ef1f8a4d6c900c572cb9695c8da7f2d3e570d4072c874c52dc3f65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c691f83c4e067788751f733ab8a9baa085e9a003365161e3eaf6f2e528cf56c0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T14:23:23Z",
    "title_canon_sha256": "5cc31d33d0621b4ba3a0b9dbea37d7c3f19eedf9beea9e28a33abb69779c515c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01391",
    "kind": "arxiv",
    "version": 5
  }
}