Pith Number

pith:Q6C5DHQ2

pith:2025:Q6C5DHQ2AQIRZ2TGFGA4QVNCBB

not attested not anchored not stored refs pending

On Efficient Bayesian Exploration in Model-Based Reinforcement Learning

Alberto Caron, Chris Hicks, Vasilios Mavroudis

arxiv:2507.02639 v1 · 2025-07-03 · 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{Q6C5DHQ2AQIRZ2TGFGA4QVNCBB}

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	2026-07-05T11:31:32.206477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8785d19e1a04111cea662981c855a20852f5548ee2afc39feb046e35677bfbd6

Aliases

arxiv: 2507.02639 · arxiv_version: 2507.02639v1 · doi: 10.48550/arxiv.2507.02639 · pith_short_12: Q6C5DHQ2AQIR · pith_short_16: Q6C5DHQ2AQIRZ2TG · pith_short_8: Q6C5DHQ2

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/Q6C5DHQ2AQIRZ2TGFGA4QVNCBB \
  | 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: 8785d19e1a04111cea662981c855a20852f5548ee2afc39feb046e35677bfbd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fe455de6f6ba772ffbca64df2705924f9984eaf1ff212793c43b5bf7c1152a3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T14:03:47Z",
    "title_canon_sha256": "27b99f68a633b0c9ec7d3358b168c3a65c8ebba7a1524baaecb52b94efa193a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02639",
    "kind": "arxiv",
    "version": 1
  }
}