Pith Number

pith:JFHS3YUP

pith:2016:JFHS3YUP76QVUXULQ2HC5JQS7Y

not attested not anchored not stored refs pending

Posterior Sampling for Reinforcement Learning Without Episodes

Benjamin Van Roy, Ian Osband

arxiv:1608.02731 v1 · 2016-08-09 · 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{JFHS3YUP76QVUXULQ2HC5JQS7Y}

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

Near-optimal Bayesian Solution For Unknown Discrete Markov Decision Process

Receipt and verification

First computed	2026-05-18T01:09:33.807159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

494f2de28fffa15a5e8b868e2ea612fe1de1f5ba518e5949525fdd07a2c4d4e7

Aliases

arxiv: 1608.02731 · arxiv_version: 1608.02731v1 · doi: 10.48550/arxiv.1608.02731 · pith_short_12: JFHS3YUP76QV · pith_short_16: JFHS3YUP76QVUXUL · pith_short_8: JFHS3YUP

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/JFHS3YUP76QVUXULQ2HC5JQS7Y \
  | 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: 494f2de28fffa15a5e8b868e2ea612fe1de1f5ba518e5949525fdd07a2c4d4e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41bf29dd54d0b71e9bd1c5fbff9cbe30d61afe0673be4b2dc9fc69e63b4e2244",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-08-09T09:01:13Z",
    "title_canon_sha256": "8eea998ac80b609921d952c5fe4115d93bba1bde423c12756adae929985dfb76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.02731",
    "kind": "arxiv",
    "version": 1
  }
}