Pith Number

pith:MM3A6FHE

pith:2019:MM3A6FHELIMWCBUOSTHWIIGUJC

not attested not anchored not stored refs pending

Near-optimal Optimistic Reinforcement Learning using Empirical Bernstein Inequalities

Aristide Tossou, Christos Dimitrakakis, Debabrota Basu

arxiv:1905.12425 v2 · 2019-05-27 · cs.LG · cs.AI · cs.GT · 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{MM3A6FHELIMWCBUOSTHWIIGUJC}

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	2026-07-05T00:25:26.855153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63360f14e45a1961068e94cf6420d448a8f4837122eaaa526611a268f06dc93e

Aliases

arxiv: 1905.12425 · arxiv_version: 1905.12425v2 · doi: 10.48550/arxiv.1905.12425 · pith_short_12: MM3A6FHELIMW · pith_short_16: MM3A6FHELIMWCBUO · pith_short_8: MM3A6FHE

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/MM3A6FHELIMWCBUOSTHWIIGUJC \
  | 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: 63360f14e45a1961068e94cf6420d448a8f4837122eaaa526611a268f06dc93e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3eb81f6df6f05f2207cd4eb05724a5733413d6887f03766962f37acceb4ca401",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-27T20:15:54Z",
    "title_canon_sha256": "80b2385c7ce7d1c6b5d63551783968f24e159e4a2d3ee9350120270cbe37d3d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12425",
    "kind": "arxiv",
    "version": 2
  }
}