Pith Number

pith:5E4AZ6AZ

pith:2024:5E4AZ6AZFM5ATIOPOCN3EMOS3Y

not attested not anchored not stored refs pending

Refined Sample Complexity for Markov Games with Independent Linear Function Approximation

Qiwen Cui, Simon S. Du, Yan Dai

arxiv:2402.07082 v2 · 2024-02-11 · cs.LG · cs.GT · 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{5E4AZ6AZFM5ATIOPOCN3EMOS3Y}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:30:08.414943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9380cf8192b3a09a1cf709bb231d2de0c3df4826148d85c9c853fcf1ab70e47

Aliases

arxiv: 2402.07082 · arxiv_version: 2402.07082v2 · doi: 10.48550/arxiv.2402.07082 · pith_short_12: 5E4AZ6AZFM5A · pith_short_16: 5E4AZ6AZFM5ATIOP · pith_short_8: 5E4AZ6AZ

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/5E4AZ6AZFM5ATIOPOCN3EMOS3Y \
  | 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: e9380cf8192b3a09a1cf709bb231d2de0c3df4826148d85c9c853fcf1ab70e47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d7f0f7e84ef96033a5e7549b2760acd8158f02ae90dec030ca8c7209ff5cc26",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-11T01:51:15Z",
    "title_canon_sha256": "b2ee2abdc8c9f272c4f75b57b4516d8d971623b7c5d4013de364c6852b678d33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07082",
    "kind": "arxiv",
    "version": 2
  }
}