Pith Number

pith:K26RRB6Y

pith:2024:K26RRB6YIUWSMTH5SFN7N5LVUH

not attested not anchored not stored refs pending

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest

Christie Djidjev

arxiv:2412.06015 v1 · 2024-12-08 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K26RRB6YIUWSMTH5SFN7N5LVUH}

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

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:46:13.041597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56bd1887d8452d264cfd915bf6f575a1e6d37e5161153c62da5d2dd8ce7e0748

Aliases

arxiv: 2412.06015 · arxiv_version: 2412.06015v1 · doi: 10.48550/arxiv.2412.06015 · pith_short_12: K26RRB6YIUWS · pith_short_16: K26RRB6YIUWSMTH5 · pith_short_8: K26RRB6Y

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/K26RRB6YIUWSMTH5SFN7N5LVUH \
  | 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: 56bd1887d8452d264cfd915bf6f575a1e6d37e5161153c62da5d2dd8ce7e0748

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dddff16f1a6019a79a12931ac0de32c4b227c9fff13c3567ea1bf0cf4512e84f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-08T18:18:40Z",
    "title_canon_sha256": "0d6dd6cbd3a55a192a4af070b2f4660a9cc20cfba488a6c9160aec3b27a0bde3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06015",
    "kind": "arxiv",
    "version": 1
  }
}