Pith Number

pith:ESJIFUTX

pith:2022:ESJIFUTXKFW2WK6XIEY4WMD35U

not attested not anchored not stored refs pending

Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning

Jeremy McMahan, Qiaomin Xie, Xiaojin Zhu, Young Wu

arxiv:2206.01888 v4 · 2022-06-04 · cs.LG · cs.AI · cs.CR · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ESJIFUTXKFW2WK6XIEY4WMD35U}

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

Provably Efficient Action-Manipulation Attack Against Continuous Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:49:13.507304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

249282d277516dab2bd74131cb307bed103faced46b7521ee8a8362a2d9c3c39

Aliases

arxiv: 2206.01888 · arxiv_version: 2206.01888v4 · doi: 10.48550/arxiv.2206.01888 · pith_short_12: ESJIFUTXKFW2 · pith_short_16: ESJIFUTXKFW2WK6X · pith_short_8: ESJIFUTX

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/ESJIFUTXKFW2WK6XIEY4WMD35U \
  | 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: 249282d277516dab2bd74131cb307bed103faced46b7521ee8a8362a2d9c3c39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de8917e9715de2006314fc2575c336769a92bd5b00781af6ec155b2edd3231a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-04T03:15:57Z",
    "title_canon_sha256": "760045bec02d8c924717c30b099ef82c17d479c301da1bd651e0f290f50e247e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01888",
    "kind": "arxiv",
    "version": 4
  }
}