Pith Number

pith:2U7JA6WH

pith:2023:2U7JA6WHXZESZEL2G2EBI33APS

not attested not anchored not stored refs pending

Improved Sample Complexity for Reward-free Reinforcement Learning under Low-rank MDPs

Jing Yang, Ruiquan Huang, Yingbin Liang, Yuan Cheng

arxiv:2303.10859 v1 · 2023-03-20 · cs.LG · 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{2U7JA6WHXZESZEL2G2EBI33APS}

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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

Breaking the Computational Barrier: Provably Efficient Actor-Critic for Low-Rank MDPs

Receipt and verification

First computed	2026-07-05T05:52:37.396448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d53e907ac7be492c917a3688146f607cb093f37bfa3ee69afcc8cbe6b66da2c6

Aliases

arxiv: 2303.10859 · arxiv_version: 2303.10859v1 · doi: 10.48550/arxiv.2303.10859 · pith_short_12: 2U7JA6WHXZES · pith_short_16: 2U7JA6WHXZESZEL2 · pith_short_8: 2U7JA6WH

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/2U7JA6WHXZESZEL2G2EBI33APS \
  | 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: d53e907ac7be492c917a3688146f607cb093f37bfa3ee69afcc8cbe6b66da2c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcec4ccd44a9397c7a9b4de79aad68261ad386499e923ae8a6ce6206ec21f782",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-20T04:39:39Z",
    "title_canon_sha256": "e596ecbaf6dd0ec40bb8323d4af907070b720a62363cf1c7e13cf79277d5fafc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.10859",
    "kind": "arxiv",
    "version": 1
  }
}