Pith Number

pith:FZEOWZKR

pith:2023:FZEOWZKRO5OB7ZTG5N5MVVVI33

not attested not anchored not stored refs pending

Byzantine Robust Cooperative Multi-Agent Reinforcement Learning as a Bayesian Game

Aishan Liu, Jiakai Wang, Jingqiao Xiu, Jun Guo, Ruixiao Xu, Simin Li, Xianglong Liu, Xin Yu, Yaodong Yang

arxiv:2305.12872 v3 · 2023-05-22 · 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{FZEOWZKRO5OB7ZTG5N5MVVVI33}

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

5 papers in Pith

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

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

Receipt and verification

First computed	2026-07-05T08:32:29.673716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e48eb6551775c1fe666eb7acad6a8deff92f634bef783acaad6ad245dd5ddd2

Aliases

arxiv: 2305.12872 · arxiv_version: 2305.12872v3 · doi: 10.48550/arxiv.2305.12872 · pith_short_12: FZEOWZKRO5OB · pith_short_16: FZEOWZKRO5OB7ZTG · pith_short_8: FZEOWZKR

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/FZEOWZKRO5OB7ZTG5N5MVVVI33 \
  | 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: 2e48eb6551775c1fe666eb7acad6a8deff92f634bef783acaad6ad245dd5ddd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47f5469a021b979516d391e5d8c220d3bf0a1a63de2448c29bc93145f0b8cf87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-05-22T09:50:59Z",
    "title_canon_sha256": "bb7d1f4ef3a5699d76be3322a65d0779961e7a1ec5d1a491e7270f022455b2b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.12872",
    "kind": "arxiv",
    "version": 3
  }
}