Pith Number

pith:2N2DMZRL

pith:2025:2N2DMZRLT7ZINZ5NB2K37CIEJ5

not attested not anchored not stored refs pending

Exploration by Random Reward Perturbation

Guoji Fu, Haozhe Ma, Jiele Wu, Tze-Yun Leong, Zhengding Luo

arxiv:2506.08737 v1 · 2025-06-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2N2DMZRLT7ZINZ5NB2K37CIEJ5}

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

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

Receipt and verification

First computed	2026-07-05T11:19:12.447220Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d37436662b9ff286e7ad0e95bf89044f6d335927bf43e0e646358cac5e62d640

Aliases

arxiv: 2506.08737 · arxiv_version: 2506.08737v1 · doi: 10.48550/arxiv.2506.08737 · pith_short_12: 2N2DMZRLT7ZI · pith_short_16: 2N2DMZRLT7ZINZ5N · pith_short_8: 2N2DMZRL

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/2N2DMZRLT7ZINZ5NB2K37CIEJ5 \
  | 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: d37436662b9ff286e7ad0e95bf89044f6d335927bf43e0e646358cac5e62d640

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6ed7d4c1932cb4519151401a8c706619c470f8f889a7ce13fb202f35665c4c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T12:34:00Z",
    "title_canon_sha256": "c80b53668d1db31b030ecba6cfb8314de1862a3bafe52a5e65299b79746e4428"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08737",
    "kind": "arxiv",
    "version": 1
  }
}