Pith Number

pith:PY2R2XR7

pith:2023:PY2R2XR7FZ6GC434VL6HBEELDD

not attested not anchored not stored refs pending

Towards Instance-Optimality in Online PAC Reinforcement Learning

Andrea Tirinzoni, Aymen Al-Marjani, Emilie Kaufmann

arxiv:2311.05638 v1 · 2023-10-31 · 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{PY2R2XR7FZ6GC434VL6HBEELDD}

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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

4 papers in Pith

Anytime-valid Optimal Policy Identification

Pure Exploration for a Good Policy in Reinforcement Learning with Bandit Feedback

Pure Exploration Beyond Reward Feedback: The Role of Post-Action Context

On-line Learning in Tree MDPs by Treating Policies as Bandit Arms

Receipt and verification

First computed	2026-07-05T07:11:20.668928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e351d5e3f2e7c61737caafc70908b18d7e16e8ba006fdc4c5646e89ba2ec903

Aliases

arxiv: 2311.05638 · arxiv_version: 2311.05638v1 · doi: 10.48550/arxiv.2311.05638 · pith_short_12: PY2R2XR7FZ6G · pith_short_16: PY2R2XR7FZ6GC434 · pith_short_8: PY2R2XR7

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/PY2R2XR7FZ6GC434VL6HBEELDD \
  | 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: 7e351d5e3f2e7c61737caafc70908b18d7e16e8ba006fdc4c5646e89ba2ec903

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78d95746c0d61a04b395b9047930980b1ab0195fd9fb1e969009b049d4e50812",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-31T19:26:36Z",
    "title_canon_sha256": "a6552b2cd9bb17e434b815951781285b3cdbfa4c5506e45c0eb1c205ed73cc19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05638",
    "kind": "arxiv",
    "version": 1
  }
}