Pith Number

pith:7OJY7CFB

pith:2024:7OJY7CFBAC5NGDRMUJWKSZA76Y

not attested not anchored not stored refs pending

Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL

Ming-Kun Xie, Qin-Wen Luo, Sheng-Jun Huang, Ye-Wen Wang

arxiv:2412.18855 v1 · 2024-12-25 · 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{7OJY7CFBAC5NGDRMUJWKSZA76Y}

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.

Receipt and verification

First computed	2026-07-05T09:54:11.956612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb938f88a100bad30e2ca26ca9641ff62bae29d59f0685c5c7039c8bf66b128c

Aliases

arxiv: 2412.18855 · arxiv_version: 2412.18855v1 · doi: 10.48550/arxiv.2412.18855 · pith_short_12: 7OJY7CFBAC5N · pith_short_16: 7OJY7CFBAC5NGDRM · pith_short_8: 7OJY7CFB

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/7OJY7CFBAC5NGDRMUJWKSZA76Y \
  | 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: fb938f88a100bad30e2ca26ca9641ff62bae29d59f0685c5c7039c8bf66b128c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8470c4545c7779a273414de0d88e770b75cef15e4cb332cf5adf042ea5e410bb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-25T09:52:22Z",
    "title_canon_sha256": "9e3f23be41c01fd1658bdb011172c7b3d97264a3b9bf6c6857d1f4821fd7458f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18855",
    "kind": "arxiv",
    "version": 1
  }
}