Pith Number

pith:RM7YDBGQ

pith:2020:RM7YDBGQY4NWFCJKK5A2RMD52S

not attested not anchored not stored refs pending

Model-Free Non-Stationary RL: Near-Optimal Regret and Applications in Multi-Agent RL and Inventory Control

David Simchi-Levi, Kaiqing Zhang, Ruihao Zhu, Tamer Ba\c{s}ar, Weichao Mao

arxiv:2010.03161 v4 · 2020-10-07 · cs.LG · cs.AI · 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{RM7YDBGQY4NWFCJKK5A2RMD52S}

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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

3 papers in Pith

Priced Motion Through Optimal Faces: A Normal-Fan Geometry for Non-Stationary Adversarial MDPs

DARLING: Detection Augmented Reinforcement Learning with Non-Stationary Guarantees

Receipt and verification

First computed	2026-07-05T04:50:00.695124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b3f8184d0c71b62892a5741a8b07dd4a4b7695df21548360f16f33d98dab366

Aliases

arxiv: 2010.03161 · arxiv_version: 2010.03161v4 · doi: 10.48550/arxiv.2010.03161 · pith_short_12: RM7YDBGQY4NW · pith_short_16: RM7YDBGQY4NWFCJK · pith_short_8: RM7YDBGQ

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/RM7YDBGQY4NWFCJKK5A2RMD52S \
  | 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: 8b3f8184d0c71b62892a5741a8b07dd4a4b7695df21548360f16f33d98dab366

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d01d3acf330a29f0292cd8d24c454815821b8057ad6b8837c0b9bcd432defa6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-07T04:55:56Z",
    "title_canon_sha256": "02e875b3a3aa36a2cd93927d8b05e2d8109b4b8facc576171b9ffa6f7d934cbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03161",
    "kind": "arxiv",
    "version": 4
  }
}