Pith Number

pith:SUKGKFOJ

pith:2025:SUKGKFOJPUJKOG377QZTKAU7GE

not attested not anchored not stored refs pending

Outcome-Based Online Reinforcement Learning: Algorithms and Fundamental Limits

Alexander Rakhlin, Fan Chen, Tengyang Xie, Zeyu Jia

arxiv:2505.20268 v2 · 2025-05-26 · cs.LG · cs.AI · 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{SUKGKFOJPUJKOG377QZTKAU7GE}

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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

3 papers in Pith

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

On the optimization dynamics of RLVR: Gradient gap and step size thresholds

Towards Differentially Private Reinforcement Learning with General Function Approximation

Receipt and verification

First computed	2026-07-05T11:42:29.795657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95146515c97d12a71b7ffc3335029f3121cc21a81cf666f453af6ce6b908321e

Aliases

arxiv: 2505.20268 · arxiv_version: 2505.20268v2 · doi: 10.48550/arxiv.2505.20268 · pith_short_12: SUKGKFOJPUJK · pith_short_16: SUKGKFOJPUJKOG37 · pith_short_8: SUKGKFOJ

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/SUKGKFOJPUJKOG377QZTKAU7GE \
  | 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: 95146515c97d12a71b7ffc3335029f3121cc21a81cf666f453af6ce6b908321e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1b54ea20bdc17782476f28776569ef10c84bc0405204cffe46261f6b41b7611",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-26T17:44:08Z",
    "title_canon_sha256": "9d0de54fca53262ad0e8443c4f627f59bf4445c95dbccfa7f4a10ad7890a2f02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20268",
    "kind": "arxiv",
    "version": 2
  }
}