Pith Number

pith:IRTYQVBQ

pith:2025:IRTYQVBQ62B6YXLAYFLBK7PUOX

not attested not anchored not stored refs pending

Augmenting Online RL with Offline Data is All You Need: A Unified Hybrid RL Algorithm Design and Analysis

Chengshuai Shi, Cong Shen, Donghao Li, Jing Yang, Ruiquan Huang

arxiv:2505.13768 v3 · 2025-05-19 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRTYQVBQ62B6YXLAYFLBK7PUOX}

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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

1 paper in Pith

COOPO: Cyclic Offline-Online Policy Optimization Algorithm

Receipt and verification

First computed	2026-07-05T11:28:36.608489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4467885430f683ec5d60c156157df475fa71c375e656cc1ea714aa23eacb8eaa

Aliases

arxiv: 2505.13768 · arxiv_version: 2505.13768v3 · doi: 10.48550/arxiv.2505.13768 · pith_short_12: IRTYQVBQ62B6 · pith_short_16: IRTYQVBQ62B6YXLA · pith_short_8: IRTYQVBQ

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/IRTYQVBQ62B6YXLAYFLBK7PUOX \
  | 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: 4467885430f683ec5d60c156157df475fa71c375e656cc1ea714aa23eacb8eaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c57213d07588005524f45e7702d19547084b201ca7e56defef463d1ca4599c2e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-19T22:58:54Z",
    "title_canon_sha256": "f374b781551a1cd5f0e51192f8102718be264b2875b3bf48fbac0cda21a88982"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.13768",
    "kind": "arxiv",
    "version": 3
  }
}