Pith Number

pith:5END7BQI

pith:2023:5END7BQIJ2UCDIJDSYN63377T7

not attested not anchored not stored refs pending

Foundations of Reinforcement Learning and Interactive Decision Making

Alexander Rakhlin, Dylan J. Foster

arxiv:2312.16730 v1 · 2023-12-27 · cs.LG · math.OC · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5END7BQIJ2UCDIJDSYN63377T7}

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

6 papers in Pith

When Does Trajectory-Level Supervision Permit Efficient Offline Reinforcement Learning?

Efficient Exploration for Iterative Nash Preference Optimization

When Does Online Imitation Learning Help in LLM Post-Training? The Role of (Non-)Realizability Beyond Horizon

Improved Guarantees for Constrained Online Convex Optimization via Self-Contraction

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Receipt and verification

First computed	2026-07-05T07:28:34.593072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e91a3f86084ea821a123961bedefff9fef8a6ef3e797a76767c53926f60355f0

Aliases

arxiv: 2312.16730 · arxiv_version: 2312.16730v1 · doi: 10.48550/arxiv.2312.16730 · pith_short_12: 5END7BQIJ2UC · pith_short_16: 5END7BQIJ2UCDIJD · pith_short_8: 5END7BQI

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/5END7BQIJ2UCDIJDSYN63377T7 \
  | 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: e91a3f86084ea821a123961bedefff9fef8a6ef3e797a76767c53926f60355f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a89bb7317c0f85ef5dd04b98dc6fdacbc0772c3edd5b6d19e4168713208d05b4",
    "cross_cats_sorted": [
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-27T21:58:45Z",
    "title_canon_sha256": "7df27d4f349620304950145b904886fe0c52115b9b418dcd95d4806a3c095729"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16730",
    "kind": "arxiv",
    "version": 1
  }
}