Pith Number

pith:TIFMPQI6

pith:2024:TIFMPQI64BATHPHBAVAZ4TOJ6Y

not attested not anchored not stored refs pending

Efficient Model-Based Reinforcement Learning Through Optimistic Thompson Sampling

Amanda Prorok, Carl Henrik Ek, Jasmine Bayrooti

arxiv:2410.04988 v2 · 2024-10-07 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TIFMPQI64BATHPHBAVAZ4TOJ6Y}

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	2026-07-05T10:28:23.739706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a0ac7c11ee04133bce105419e4dc9f6278313e3c358550a42ee61f49b63f6aa

Aliases

arxiv: 2410.04988 · arxiv_version: 2410.04988v2 · doi: 10.48550/arxiv.2410.04988 · pith_short_12: TIFMPQI64BAT · pith_short_16: TIFMPQI64BATHPHB · pith_short_8: TIFMPQI6

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/TIFMPQI64BATHPHBAVAZ4TOJ6Y \
  | 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: 9a0ac7c11ee04133bce105419e4dc9f6278313e3c358550a42ee61f49b63f6aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d9dc4c7a5a6c2cf2fc2c6ed664d505cad975a7da41b1bd337ba77510ac9f2f2",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T12:42:51Z",
    "title_canon_sha256": "d246932f6c56925f48996e9815002ab78b54215463a3ed142fc98eb99442eac8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04988",
    "kind": "arxiv",
    "version": 2
  }
}