Pith Number

pith:LCKLHAKR

pith:2022:LCKLHAKR4UUOKE5VCRSAED3Q2J

not attested not anchored not stored refs pending

Model-Free Reinforcement Learning with the Decision-Estimation Coefficient

Alexander Rakhlin, Ayush Sekhari, Dylan J. Foster, Jian Qian, Noah Golowich

arxiv:2211.14250 v2 · 2022-11-25 · cs.LG · math.OC · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LCKLHAKR4UUOKE5VCRSAED3Q2J}

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	2026-07-05T06:40:30.253633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5894b38151e528e513b51464020f70d252cc4cf074a367a484d3fb8469744ce5

Aliases

arxiv: 2211.14250 · arxiv_version: 2211.14250v2 · doi: 10.48550/arxiv.2211.14250 · pith_short_12: LCKLHAKR4UUO · pith_short_16: LCKLHAKR4UUOKE5V · pith_short_8: LCKLHAKR

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/LCKLHAKR4UUOKE5VCRSAED3Q2J \
  | 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: 5894b38151e528e513b51464020f70d252cc4cf074a367a484d3fb8469744ce5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d4be4c5f3dbb4c2c6aedc061329b361fdad55523cf6b5ed07d314c4bce84999",
    "cross_cats_sorted": [
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-25T17:29:40Z",
    "title_canon_sha256": "86129b484cd3642381a4409631ad7d5b63272c3b12344ee7e69734ae03b12558"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.14250",
    "kind": "arxiv",
    "version": 2
  }
}