Pith Number

pith:Y4EF7GQJ

pith:2022:Y4EF7GQJNOUKDPSLUE5WAEGH4K

not attested not anchored not stored refs pending

Detecting Irregular Network Activity with Adversarial Learning and Expert Feedback

Gopikrishna Rathinavel, Naren Ramakrishnan, Nikhil Muralidhar, Timothy O'Shea

arxiv:2210.02841 v2 · 2022-10-01 · cs.CR · 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{Y4EF7GQJNOUKDPSLUE5WAEGH4K}

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	2026-07-05T05:07:04.404985Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7085f9a096ba8a1be4ba13b6010c7e2a87e8a5fc03be8777142db0ee22427e5

Aliases

arxiv: 2210.02841 · arxiv_version: 2210.02841v2 · doi: 10.48550/arxiv.2210.02841 · pith_short_12: Y4EF7GQJNOUK · pith_short_16: Y4EF7GQJNOUKDPSL · pith_short_8: Y4EF7GQJ

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/Y4EF7GQJNOUKDPSLUE5WAEGH4K \
  | 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: c7085f9a096ba8a1be4ba13b6010c7e2a87e8a5fc03be8777142db0ee22427e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "945552a3c9a3bbe7ca3d83fcb149d97e0c4f9deeb192b4a02998cff3f5f9b4e8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-10-01T20:44:14Z",
    "title_canon_sha256": "0a5f478ea61eeda8bd107ece254f6d2df3534c889fea5f25f3963153503781d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02841",
    "kind": "arxiv",
    "version": 2
  }
}