Pith Number

pith:ABIRKBBT

pith:2020:ABIRKBBTAWTPQ7FX5DGR3BUQGN

not attested not anchored not stored refs pending

Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks

Filippos Christianos, Georgios Papoudakis, Lukas Sch\"afer, Stefano V. Albrecht

arxiv:2006.07869 v4 · 2020-06-14 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ABIRKBBTAWTPQ7FX5DGR3BUQGN}

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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

15 papers in Pith

Low Variance Trust Region Optimization with Independent Actors and Sequential Updates in Cooperative Multi-agent Reinforcement Learning

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

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

CINOC: Cardinality-Invariant Neural Operator Policies for Scalable PDE Control

Optimistic {\epsilon}-Greedy Exploration for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:30:06.317277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

005115043305a6f87cb7e8cd1d8690336190331ae54ab49b7b2d2f42593e6fad

Aliases

arxiv: 2006.07869 · arxiv_version: 2006.07869v4 · doi: 10.48550/arxiv.2006.07869 · pith_short_12: ABIRKBBTAWTP · pith_short_16: ABIRKBBTAWTPQ7FX · pith_short_8: ABIRKBBT

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/ABIRKBBTAWTPQ7FX5DGR3BUQGN \
  | 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: 005115043305a6f87cb7e8cd1d8690336190331ae54ab49b7b2d2f42593e6fad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "368685add8c733e2e28be8e4c1d0015cc9ac2e8efcc71c02bf026edb27328379",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-14T11:22:53Z",
    "title_canon_sha256": "4c9a295385164feb1fe58a166c889e21480ddd1838c89722acaeddae9a6c7ce0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.07869",
    "kind": "arxiv",
    "version": 4
  }
}