Pith Number

pith:JJ2WN62H

pith:2022:JJ2WN62H6UAQZWU2OFJO7XHEIY

not attested not anchored not stored refs pending

TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets

Chuheng Zhang, Jiang Bian, Lei Song, Li Zhao, Tao Qin, Tieyan Liu, Wei Shen, Xuyun Zhang, Yuanying Cai

arxiv:2212.02125 v1 · 2022-12-05 · stat.ML · cs.AI · 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{JJ2WN62H6UAQZWU2OFJO7XHEIY}

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	2026-07-05T05:22:20.732456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a7566fb47f5010cda9a7152efdce446342d36d4ca08cc0db11a6edd69a8a275

Aliases

arxiv: 2212.02125 · arxiv_version: 2212.02125v1 · doi: 10.48550/arxiv.2212.02125 · pith_short_12: JJ2WN62H6UAQ · pith_short_16: JJ2WN62H6UAQZWU2 · pith_short_8: JJ2WN62H

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/JJ2WN62H6UAQZWU2OFJO7XHEIY \
  | 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: 4a7566fb47f5010cda9a7152efdce446342d36d4ca08cc0db11a6edd69a8a275

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e74c25bf0ced3bdb10d06b7894342e7394c63676b703689bef42836b0bd17f62",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-05T09:36:23Z",
    "title_canon_sha256": "004171870ec2199a37c1ae7993f60fe0c233478c726bc29e0109ea70467752a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.02125",
    "kind": "arxiv",
    "version": 1
  }
}