Pith Number

pith:IOGZPBAX

pith:2024:IOGZPBAXIINCQJHPBUKYLZI7RT

not attested not anchored not stored refs pending

Towards Robust Model-Based Reinforcement Learning Against Adversarial Corruption

Chenlu Ye, Jiafan He, Quanquan Gu, Tong Zhang

arxiv:2402.08991 v3 · 2024-02-14 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IOGZPBAXIINCQJHPBUKYLZI7RT}

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

2 papers in Pith

WMAttack: Automated Attack Search for Adversarial Evaluation of World-Model Agents

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:46:21.448020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

438d978417421a2824ef0d1585e51f8cc88d2092c75f3af4831fff8e83483901

Aliases

arxiv: 2402.08991 · arxiv_version: 2402.08991v3 · doi: 10.48550/arxiv.2402.08991 · pith_short_12: IOGZPBAXIINC · pith_short_16: IOGZPBAXIINCQJHP · pith_short_8: IOGZPBAX

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/IOGZPBAXIINCQJHPBUKYLZI7RT \
  | 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: 438d978417421a2824ef0d1585e51f8cc88d2092c75f3af4831fff8e83483901

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45835b25690326b680153caf6f52389937e890b1822f602808935d221fc0bd35",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-14T07:27:30Z",
    "title_canon_sha256": "c197bb70824d2684b1930d8ebc9365c356f7cda47af55d6009ea90428b2b799e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08991",
    "kind": "arxiv",
    "version": 3
  }
}