Pith Number

pith:CZFYMMBG

pith:2025:CZFYMMBGPHE76TSZLYQ4KCNGMP

not attested not anchored not stored refs pending

The Three Regimes of Offline-to-Online Reinforcement Learning

Lu Li, Pierre-Luc Bacon, Tianwei Ni, Yihao Sun

arxiv:2510.01460 v4 · 2025-10-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZFYMMBGPHE76TSZLYQ4KCNGMP}

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

2 papers in Pith

Beyond One-Size-Fits-All: Diagnosis-Driven Online Reinforcement Learning with Offline Priors

ROAD: Adaptive Data Mixing for Offline-to-Online Reinforcement Learning via Bi-Level Optimization

Receipt and verification

First computed	2026-07-07T02:17:10.835346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

164b86302679c9ff4e595e21c509a663d06519848a7f053d9766ba9ab0e2c52c

Aliases

arxiv: 2510.01460 · arxiv_version: 2510.01460v4 · doi: 10.48550/arxiv.2510.01460 · pith_short_12: CZFYMMBGPHE7 · pith_short_16: CZFYMMBGPHE76TSZ · pith_short_8: CZFYMMBG

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/CZFYMMBGPHE76TSZLYQ4KCNGMP \
  | 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: 164b86302679c9ff4e595e21c509a663d06519848a7f053d9766ba9ab0e2c52c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c52c0124b1aa2dd7455c67090700914c65295d8d8f44d04bd430435c6a84cc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-01T20:58:14Z",
    "title_canon_sha256": "5358f4eaa605e52c7d4a6f166aa4c6c6e9054b289bb2ef688f08b98ca01cacc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01460",
    "kind": "arxiv",
    "version": 4
  }
}