Pith Number

pith:6RD3BRGA

pith:2017:6RD3BRGAJC32OPMG4HRT2DWHXO

not attested not anchored not stored refs pending

Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments

Aviv Tamar, Igor Mordatch, Jean Harb, Pieter Abbeel, Ryan Lowe, Yi Wu

arxiv:1706.02275 v4 · 2017-06-07 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6RD3BRGAJC32OPMG4HRT2DWHXO}

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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

11 papers in Pith

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

Decoupled Delay Compensation: Enhancing Pre-trained MARL Policies via Learned Dynamics Filtering

A Communication-Efficient Multi-Agent Actor-Critic Algorithm for Distributed Reinforcement Learning

Asynchronous Cooperative Multi-Agent Reinforcement Learning with Limited Communication

Overcoming Environmental Meta-Stationarity in MARL via Adaptive Curriculum and Counterfactual Group Advantage

Receipt and verification

First computed	2026-07-05T00:47:54.257769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f447b0c4c048b7a73d86e1e33d0ec7bb95d3b1f01dd5ad9bbf1f462ff3c470a6

Aliases

arxiv: 1706.02275 · arxiv_version: 1706.02275v4 · doi: 10.48550/arxiv.1706.02275 · pith_short_12: 6RD3BRGAJC32 · pith_short_16: 6RD3BRGAJC32OPMG · pith_short_8: 6RD3BRGA

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/6RD3BRGAJC32OPMG4HRT2DWHXO \
  | 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: f447b0c4c048b7a73d86e1e33d0ec7bb95d3b1f01dd5ad9bbf1f462ff3c470a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49df20f1ca08e203c94b018a35f73d224e0dc66d9dc0a6ccc085f2e41947b128",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-06-07T17:35:00Z",
    "title_canon_sha256": "2d1b31e467eb321e40fda851ae1cdbe502d1479d44063a8b3a828f29056383b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.02275",
    "kind": "arxiv",
    "version": 4
  }
}