Pith Number

pith:3TX6CIWI

pith:2022:3TX6CIWIT53WAA3KSABPULSDLW

not attested not anchored not stored refs pending

Universal Distributional Decision-based Black-box Adversarial Attack with Reinforcement Learning

Likun Fang, Michael Beigl, Michael Hefenbrock, Till Riedel, Yexu Zhou, Yiran Huang

arxiv:2211.08384 v1 · 2022-11-15 · cs.LG · cs.AI · 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{3TX6CIWIT53WAA3KSABPULSDLW}

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	2026-07-05T05:16:28.654587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcefe122c89f7760036a9002fa2e435d9b7962df57e01b2dbc823baae70e4fbc

Aliases

arxiv: 2211.08384 · arxiv_version: 2211.08384v1 · doi: 10.48550/arxiv.2211.08384 · pith_short_12: 3TX6CIWIT53W · pith_short_16: 3TX6CIWIT53WAA3K · pith_short_8: 3TX6CIWI

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/3TX6CIWIT53WAA3KSABPULSDLW \
  | 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: dcefe122c89f7760036a9002fa2e435d9b7962df57e01b2dbc823baae70e4fbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5e622000b2d7db9eef7d4ca3910261cd7573c0c9d1147bed90c868074000e85",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T18:30:18Z",
    "title_canon_sha256": "5e35e5e7efd1c397ba3e00356df495b843b483c73a948a9207ff4f127cc06ba6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.08384",
    "kind": "arxiv",
    "version": 1
  }
}