Pith Number

pith:OLU234XG

pith:2022:OLU234XGMVAXCPLOFTPHKLSXY5

not attested not anchored not stored refs pending

Q-learning with online random forests

Joosung Min, Lloyd T. Elliott

arxiv:2204.03771 v1 · 2022-04-07 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OLU234XGMVAXCPLOFTPHKLSXY5}

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

Upside-Down Reinforcement Learning for More Interpretable Optimal Control

Receipt and verification

First computed	2026-07-05T04:12:41.689879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72e9adf2e66541713d6e2cde752e57c75ea4ee02c6cdae707c1ed5bff9168459

Aliases

arxiv: 2204.03771 · arxiv_version: 2204.03771v1 · doi: 10.48550/arxiv.2204.03771 · pith_short_12: OLU234XGMVAX · pith_short_16: OLU234XGMVAXCPLO · pith_short_8: OLU234XG

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/OLU234XGMVAXCPLOFTPHKLSXY5 \
  | 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: 72e9adf2e66541713d6e2cde752e57c75ea4ee02c6cdae707c1ed5bff9168459

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2722ed711f57faa4c5e4e28b8a59908c25763fce86ff734cf1e1df78b465435c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-04-07T23:00:39Z",
    "title_canon_sha256": "c29537f97e04f3698fb95c79988604d2c9f2c157bdab824223181c79adcc6e54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.03771",
    "kind": "arxiv",
    "version": 1
  }
}