Pith Number

pith:PT4AULEI

pith:2024:PT4AULEICQNRAG4EORVBDADB7G

not attested not anchored not stored refs pending

RL in Markov Games with Independent Function Approximation: Improved Sample Complexity Bound under the Local Access Model

Jialin Zeng, Jian-Feng Cai, Jiheng Zhang, Junyi Fan, Yang Wang, Yang Xiang, Yuxuan Han

arxiv:2403.11544 v2 · 2024-03-18 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PT4AULEICQNRAG4EORVBDADB7G}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T07:58:28.944845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cf80a2c88141b101b84746a118061f982a4322c51eae28c2f803f30bcfb84be

Aliases

arxiv: 2403.11544 · arxiv_version: 2403.11544v2 · doi: 10.48550/arxiv.2403.11544 · pith_short_12: PT4AULEICQNR · pith_short_16: PT4AULEICQNRAG4E · pith_short_8: PT4AULEI

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/PT4AULEICQNRAG4EORVBDADB7G \
  | 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: 7cf80a2c88141b101b84746a118061f982a4322c51eae28c2f803f30bcfb84be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c726d0ab9f3577864edff50477c14a0e73b9e7a82ba2e874244f299330ff1955",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-18T07:54:11Z",
    "title_canon_sha256": "ff861a85dde478c8a96841a3a7ef385abcfbaca2f8220ab51986163cb2d8a078"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11544",
    "kind": "arxiv",
    "version": 2
  }
}