Pith Number

pith:RGKGRDLM

pith:2021:RGKGRDLM7W3TU5QYPG2FKNB234

not attested not anchored not stored refs pending

Mis-spoke or mis-lead: Achieving Robustness in Multi-Agent Communicative Reinforcement Learning

Bo An, Chai Kiat Yeo, Svetlana Obraztsova, Wanqi Xue, Wei Qiu, Zinovi Rabinovich

arxiv:2108.03803 v2 · 2021-08-09 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RGKGRDLM7W3TU5QYPG2FKNB234}

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

3 papers in Pith

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

Receipt and verification

First computed	2026-07-05T03:51:44.089867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8994688d6cfdb73a761879b455343adf37c188a4147b91008a50117cb9c62901

Aliases

arxiv: 2108.03803 · arxiv_version: 2108.03803v2 · doi: 10.48550/arxiv.2108.03803 · pith_short_12: RGKGRDLM7W3T · pith_short_16: RGKGRDLM7W3TU5QY · pith_short_8: RGKGRDLM

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/RGKGRDLM7W3TU5QYPG2FKNB234 \
  | 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: 8994688d6cfdb73a761879b455343adf37c188a4147b91008a50117cb9c62901

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2aa07c735ae721086333753dfaebaddcc0fb149b139e93d19e43bdb5426a301",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-09T04:41:47Z",
    "title_canon_sha256": "982d856d752f4f2b0d3045b8366e5fc64e3e8784ca82205d3b3879427dc48b6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03803",
    "kind": "arxiv",
    "version": 2
  }
}