Pith Number

pith:T63A2I4P

pith:2023:T63A2I4P7ICMK53SNWFMZDUAH6

not attested not anchored not stored refs pending

Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence

Aishan Liu, Bo An, Jingqiao Xiu, Jun Guo, Pu Feng, Simin Li, Wenjun Wu, Xianglong Liu, Xin Yu, Yaodong Yang, Yuwei Zheng

arxiv:2302.03322 v3 · 2023-02-07 · 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{T63A2I4P7ICMK53SNWFMZDUAH6}

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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

Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:50:06.329078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fb60d238ffa04c577726d8acc8e803f8342b3e3ba73df03a26b02c69e027ba2

Aliases

arxiv: 2302.03322 · arxiv_version: 2302.03322v3 · doi: 10.48550/arxiv.2302.03322 · pith_short_12: T63A2I4P7ICM · pith_short_16: T63A2I4P7ICMK53S · pith_short_8: T63A2I4P

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/T63A2I4P7ICMK53SNWFMZDUAH6 \
  | 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: 9fb60d238ffa04c577726d8acc8e803f8342b3e3ba73df03a26b02c69e027ba2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f8d7a721258296dacb49c6c38586860eae10bc2a6f7263b20232834ec853882",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T08:54:37Z",
    "title_canon_sha256": "4670968a0d65d1920003a6419d6f80363169c1eb57f2908d1573a0aa5dc83916"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03322",
    "kind": "arxiv",
    "version": 3
  }
}