Pith Number

pith:GCUAS54O

pith:2022:GCUAS54O6DWSIGQA6AZA64ICIX

not attested not anchored not stored refs pending

Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning

Filippos Christianos, Georgios Papoudakis, Stefano V. Albrecht

arxiv:2209.14344 v3 · 2022-09-28 · 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{GCUAS54O6DWSIGQA6AZA64ICIX}

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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

2 papers in Pith

Fog of Love: Engineering Virtuous Agent Behavior with Affinity-based Reinforcement Learning in a Game Environment

Centralized Adaptive Sampling for Reliable Co-Training of Independent Multi-Agent Policies

Receipt and verification

First computed	2026-07-05T07:00:56.612060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30a809778ef0ed241a00f0320f710245fd9aef6ebb27855f19bc7f19c615c8e7

Aliases

arxiv: 2209.14344 · arxiv_version: 2209.14344v3 · doi: 10.48550/arxiv.2209.14344 · pith_short_12: GCUAS54O6DWS · pith_short_16: GCUAS54O6DWSIGQA · pith_short_8: GCUAS54O

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/GCUAS54O6DWSIGQA6AZA64ICIX \
  | 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: 30a809778ef0ed241a00f0320f710245fd9aef6ebb27855f19bc7f19c615c8e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cebd15dc262ebaf7681af402664b26891115b6ae12cceb00d87947f8259f41d2",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-28T18:14:34Z",
    "title_canon_sha256": "cabf746a53d5f191b3d301689d0570ae83e7312852f48aba800be527c6d5c6b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14344",
    "kind": "arxiv",
    "version": 3
  }
}