Pith Number

pith:ZUQQCQNT

pith:2025:ZUQQCQNTWJYWQOVWQCPDUKBZG6

not attested not anchored not stored refs pending

Concurrent Learning with Aggregated States via Randomized Least Squares Value Iteration

Maria Dimakopoulou, Qinxun Bai, Qi Sun, Shi Dong, Yan Chen, Yiteng Zhang, Zhengyuan Zhou

arxiv:2501.13394 v3 · 2025-01-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZUQQCQNTWJYWQOVWQCPDUKBZG6}

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	2026-07-05T11:21:40.968158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd210141b3b271683ab6809e3a283937a89192ae3fa09a5128aa2bf46b269869

Aliases

arxiv: 2501.13394 · arxiv_version: 2501.13394v3 · doi: 10.48550/arxiv.2501.13394 · pith_short_12: ZUQQCQNTWJYW · pith_short_16: ZUQQCQNTWJYWQOVW · pith_short_8: ZUQQCQNT

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/ZUQQCQNTWJYWQOVWQCPDUKBZG6 \
  | 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: cd210141b3b271683ab6809e3a283937a89192ae3fa09a5128aa2bf46b269869

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a32906da7ab215889961683f2e0ae8d9699ed5a82fa4821741e416b6e3d4bd8e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T05:37:33Z",
    "title_canon_sha256": "b3262174d58b0375e37ec52a8136c8dde7492ced020d36cd65573531bd0f8978"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13394",
    "kind": "arxiv",
    "version": 3
  }
}