Pith Number

pith:Y3IYN7AG

pith:2023:Y3IYN7AGHNUOS4MN43IT3SPLBL

not attested not anchored not stored refs pending

Breaking the Curse of Multiagents in a Large State Space: RL in Markov Games with Independent Linear Function Approximation

Kaiqing Zhang, Qiwen Cui, Simon S. Du

arxiv:2302.03673 v3 · 2023-02-07 · cs.LG · cs.AI · cs.GT · cs.MA · 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{Y3IYN7AGHNUOS4MN43IT3SPLBL}

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	2026-07-05T06:23:37.611109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6d186fc063b68e9718de6d13dc9eb0afd6695cb91b15f4bb717beeeb490e13e

Aliases

arxiv: 2302.03673 · arxiv_version: 2302.03673v3 · doi: 10.48550/arxiv.2302.03673 · pith_short_12: Y3IYN7AGHNUO · pith_short_16: Y3IYN7AGHNUOS4MN · pith_short_8: Y3IYN7AG

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/Y3IYN7AGHNUOS4MN43IT3SPLBL \
  | 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: c6d186fc063b68e9718de6d13dc9eb0afd6695cb91b15f4bb717beeeb490e13e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "473a2f34020fb892936807ede11cfaeb9fe9d9673600292b3948643a35372591",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-07T18:47:48Z",
    "title_canon_sha256": "22798ca209eb7cdb93c982a90aa3fe050601ade7d3c6f5877700c9b84dafe4f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03673",
    "kind": "arxiv",
    "version": 3
  }
}