Pith Number

pith:DCJXHN4F

pith:2021:DCJXHN4FINUYGD3J6DGXEXPF5A

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When Can We Learn General-Sum Markov Games with a Large Number of Players Sample-Efficiently?

Song Mei, Yu Bai, Ziang Song

arxiv:2110.04184 v2 · 2021-10-08 · cs.LG · cs.GT · stat.ML

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\usepackage{pith}
\pithnumber{DCJXHN4FINUYGD3J6DGXEXPF5A}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

5 papers in Pith

Learning Strategic Value and Cooperation in Multi-Player Stochastic Games through Side Payments

Sample-efficient inductive matrix completion with noise and inexact side-information

Corruption-robust Offline Multi-agent Reinforcement Learning From Human Feedback

Finite-Time Analysis of Q-Value Iteration for General-Sum Stackelberg Games

Taming the Curses of Multiagency in Robust Markov Games with Large State Space through Linear Function Approximation

Receipt and verification

First computed	2026-07-05T04:10:23.842988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

189373b7854369830f69f0cd725de5e83e34c526554a1a538db3fe4094ebf4e3

Aliases

arxiv: 2110.04184 · arxiv_version: 2110.04184v2 · doi: 10.48550/arxiv.2110.04184 · pith_short_12: DCJXHN4FINUY · pith_short_16: DCJXHN4FINUYGD3J · pith_short_8: DCJXHN4F

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/DCJXHN4FINUYGD3J6DGXEXPF5A \
  | 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: 189373b7854369830f69f0cd725de5e83e34c526554a1a538db3fe4094ebf4e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3abd51364e49410a39b71412952744119a13fe229a5d5eeefb9adadc1730a74",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T15:06:22Z",
    "title_canon_sha256": "4078a4ae94ccaad02a304372d6ba022c79884852a2d089a9491b0fba0018ac10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.04184",
    "kind": "arxiv",
    "version": 2
  }
}