Pith Number

pith:E3IBSVCR

pith:2022:E3IBSVCRTIWL2CMIIFNYYRK46U

not attested not anchored not stored refs pending

Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning

Mingyuan Zhou, Shentao Yang, Shujian Zhang, Yihao Feng

arxiv:2206.07166 v1 · 2022-06-14 · 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{E3IBSVCRTIWL2CMIIFNYYRK46U}

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	2026-07-05T04:32:01.631239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26d01954519a2cbd0988415b8c455cf51303d1e64d93d60e72278069a4c89ffb

Aliases

arxiv: 2206.07166 · arxiv_version: 2206.07166v1 · doi: 10.48550/arxiv.2206.07166 · pith_short_12: E3IBSVCRTIWL · pith_short_16: E3IBSVCRTIWL2CMI · pith_short_8: E3IBSVCR

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/E3IBSVCRTIWL2CMIIFNYYRK46U \
  | 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: 26d01954519a2cbd0988415b8c455cf51303d1e64d93d60e72278069a4c89ffb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99f6d8db62d4d4f49c191e55de4a71cf88400a14b39c44f1feecc16d393ca306",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-14T20:56:16Z",
    "title_canon_sha256": "41ce8a8f8b65eeb837031b102eb5e680df74557e78d75e5cd54a67d2a75a5c09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07166",
    "kind": "arxiv",
    "version": 1
  }
}