Pith Number

pith:2GAWCXIA

pith:2025:2GAWCXIA3R43DUSNP3ZOXHJSRO

not attested not anchored not stored refs pending

Rethinking Adversarial Attacks in Reinforcement Learning from Policy Distribution Perspective

Dong Huang, Heming Cui, Hongbin Liang, Ling Xiong, Tianyang Duan, Xianhao Chen, Yong Cui, Yue Gao, Zheng Lin, Zongyuan Zhang

arxiv:2501.03562 v2 · 2025-01-07 · 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{2GAWCXIA3R43DUSNP3ZOXHJSRO}

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

Defensive Adversarial CAPTCHA: A Semantics-Driven Framework for Natural Adversarial Example Generation

Receipt and verification

First computed	2026-07-05T09:58:28.312674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d181615d00dc79b1d24d7ef2eb9d328baa98d34adecc79faa9804e4b7fbe10af

Aliases

arxiv: 2501.03562 · arxiv_version: 2501.03562v2 · doi: 10.48550/arxiv.2501.03562 · pith_short_12: 2GAWCXIA3R43 · pith_short_16: 2GAWCXIA3R43DUSN · pith_short_8: 2GAWCXIA

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/2GAWCXIA3R43DUSNP3ZOXHJSRO \
  | 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: d181615d00dc79b1d24d7ef2eb9d328baa98d34adecc79faa9804e4b7fbe10af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "752a5af872b3c993cd9ae6ab3d6a732c5c75952d72d75c45a0cd59226cc971e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T06:22:55Z",
    "title_canon_sha256": "1275b2e5863b78355f3dabfbad83f3849bcd1b9b6def550c689598abd8bf8c1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03562",
    "kind": "arxiv",
    "version": 2
  }
}