Pith Number

pith:3UJNLNDA

pith:2025:3UJNLNDAKQAQO4K2NFVDICMDDN

not attested not anchored not stored refs pending

ROBAD: Robust Adversary-aware Local-Global Attended Bad Actor Detection Sequential Model

Bing He, Mustaque Ahamad, Srijan Kumar

arxiv:2507.15067 v1 · 2025-07-20 · cs.LG · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3UJNLNDAKQAQO4K2NFVDICMDDN}

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	2026-07-05T11:40:18.012074Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd12d5b460540107715a696a3409831b5ad90892b4959c1532cc84560296e2bc

Aliases

arxiv: 2507.15067 · arxiv_version: 2507.15067v1 · doi: 10.48550/arxiv.2507.15067 · pith_short_12: 3UJNLNDAKQAQ · pith_short_16: 3UJNLNDAKQAQO4K2 · pith_short_8: 3UJNLNDA

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/3UJNLNDAKQAQO4K2NFVDICMDDN \
  | 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: dd12d5b460540107715a696a3409831b5ad90892b4959c1532cc84560296e2bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab6ab50ff7933acbf0330e082680435b8bbd6661f7fa655ba1a78ce05458d0b7",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-20T18:03:44Z",
    "title_canon_sha256": "c8fa658b047cc9206bd95c8f8c7a72ef6fefdc15f74f91ff793d2d2bce30136d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15067",
    "kind": "arxiv",
    "version": 1
  }
}