Pith Number

pith:P5YOU6N7

pith:2022:P5YOU6N77LX3Y6424AOUP3MDP5

not attested not anchored not stored refs pending

Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs

Dongruo Zhou, Quanquan Gu

arxiv:2205.11507 v1 · 2022-05-23 · cs.LG · math.OC · 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{P5YOU6N77LX3Y6424AOUP3MDP5}

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.

Cited by

1 paper in Pith

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Receipt and verification

First computed	2026-07-05T04:25:37.871646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f70ea79bffaefbc7b9ae01d47ed837f6f331b01b16c3f5abb5d4aaba310522a

Aliases

arxiv: 2205.11507 · arxiv_version: 2205.11507v1 · doi: 10.48550/arxiv.2205.11507 · pith_short_12: P5YOU6N77LX3 · pith_short_16: P5YOU6N77LX3Y642 · pith_short_8: P5YOU6N7

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/P5YOU6N77LX3Y6424AOUP3MDP5 \
  | 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: 7f70ea79bffaefbc7b9ae01d47ed837f6f331b01b16c3f5abb5d4aaba310522a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af3a6354b0623efa578adf3379064861b2634ea9862078c0ff3630168c759327",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-23T17:59:18Z",
    "title_canon_sha256": "318e54a9ea1132131f57742734b33226f172095397a49a56eccb22bebbaf3f0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11507",
    "kind": "arxiv",
    "version": 1
  }
}