Pith Number

pith:M2NIBJ2T

pith:2022:M2NIBJ2TBEAD7TJVU3ZDL4LSGG

not attested not anchored not stored refs pending

A Behavior Regularized Implicit Policy for Offline Reinforcement Learning

Huangjie Zheng, Mingyuan Zhou, Shentao Yang, Yihao Feng, Zhendong Wang

arxiv:2202.09673 v2 · 2022-02-19 · stat.ML · 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{M2NIBJ2TBEAD7TJVU3ZDL4LSGG}

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

1 paper in Pith

Drift Q-Learning

Receipt and verification

First computed	2026-07-05T05:04:27.802580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669a80a75309003fcd35a6f235f17231943006b3f9411d4e927956b55b25a941

Aliases

arxiv: 2202.09673 · arxiv_version: 2202.09673v2 · doi: 10.48550/arxiv.2202.09673 · pith_short_12: M2NIBJ2TBEAD · pith_short_16: M2NIBJ2TBEAD7TJV · pith_short_8: M2NIBJ2T

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/M2NIBJ2TBEAD7TJVU3ZDL4LSGG \
  | 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: 669a80a75309003fcd35a6f235f17231943006b3f9411d4e927956b55b25a941

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ce5fbaf044bb3f3726dc06921cba2b05aeb4c2a814feb8612788564ca0858e9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-02-19T20:22:04Z",
    "title_canon_sha256": "b80fb8301b69cb70dae0d08e19d8cfd95dc543fedde3e987690b3e1e9a44809d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.09673",
    "kind": "arxiv",
    "version": 2
  }
}