Pith Number

pith:YFCN7YBA

pith:2013:YFCN7YBAVJG6GEFYQAV5YELC7A

not attested not anchored not stored refs pending

A Greedy Approximation of Bayesian Reinforcement Learning with Probably Optimistic Transition Model

Kenji Kawaguchi, Mauricio Araya

arxiv:1303.3163 v3 · 2013-03-13 · cs.AI · 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{YFCN7YBAVJG6GEFYQAV5YELC7A}

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	2026-05-18T03:21:00.399758Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c144dfe020aa4de310b8802bdc1162f80a91113f0ed5054068ec2a02b65785f0

Aliases

arxiv: 1303.3163 · arxiv_version: 1303.3163v3 · doi: 10.48550/arxiv.1303.3163 · pith_short_12: YFCN7YBAVJG6 · pith_short_16: YFCN7YBAVJG6GEFY · pith_short_8: YFCN7YBA

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/YFCN7YBAVJG6GEFYQAV5YELC7A \
  | 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: c144dfe020aa4de310b8802bdc1162f80a91113f0ed5054068ec2a02b65785f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00abbf44100a346f8d328813a5281dd643623275f8e11af1e62da931d13ac860",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2013-03-13T14:06:21Z",
    "title_canon_sha256": "e45dc72d0f8023e621595ed4be2f94532c9a8352a604d989332a8415a3f518a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1303.3163",
    "kind": "arxiv",
    "version": 3
  }
}