Pith Number

pith:N2EVZ3ZX

pith:2019:N2EVZ3ZXYEBIRBHOSJFBDOFO3M

not attested not anchored not stored refs pending

Dealing with Non-Stationarity in Multi-Agent Deep Reinforcement Learning

Arrasy Rahman, Filippos Christianos, Georgios Papoudakis, Stefano V. Albrecht

arxiv:1906.04737 v1 · 2019-06-11 · cs.LG · cs.AI · cs.MA · stat.ML

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\usepackage{pith}
\pithnumber{N2EVZ3ZXYEBIRBHOSJFBDOFO3M}

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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

6 papers in Pith

PIMbot: A Self-Adaptive Attack Framework for Adversarial Manipulation of Multi-Robot Reinforcement Learning

RE-SAC: Disentangling aleatoric and epistemic risks in bus fleet control: A stable and robust ensemble DRL approach

Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling

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

ERPPO: Entropy Regularization-based Proximal Policy Optimization

Receipt and verification

First computed	2026-05-17T23:43:32.372998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e895cef37c1028884ee924a11b8aedb2611dbdc189e55feda4c391b60e088b6

Aliases

arxiv: 1906.04737 · arxiv_version: 1906.04737v1 · doi: 10.48550/arxiv.1906.04737 · pith_short_12: N2EVZ3ZXYEBI · pith_short_16: N2EVZ3ZXYEBIRBHO · pith_short_8: N2EVZ3ZX

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/N2EVZ3ZXYEBIRBHOSJFBDOFO3M \
  | 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: 6e895cef37c1028884ee924a11b8aedb2611dbdc189e55feda4c391b60e088b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c82d04a14c6ecab04fb2e946049fbd4845cc15ac887db6a3e16ccc440aa188f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-11T09:42:00Z",
    "title_canon_sha256": "74b12702bc62a77f429d48398c263c2ece5a988bd2fe8df05e7c5ae7f3a4d532"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.04737",
    "kind": "arxiv",
    "version": 1
  }
}