Pith Number

pith:2BSHMVRF

pith:2023:2BSHMVRF36SEHRUYENCDGAXWRC

not attested not anchored not stored refs pending

Reward Certification for Policy Smoothed Reinforcement Learning

Leandro Soriano Marcolino, Ronghui Mu, Tianle Zhang, Wenjie Ruan, Xiaowei Huang, Yanghao Zhang

arxiv:2312.06436 v2 · 2023-12-11 · 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{2BSHMVRF36SEHRUYENCDGAXWRC}

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	2026-07-05T07:23:11.245701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d064765625dfa443c69823443302f6888dac70c2316c68e34f24a760507955fe

Aliases

arxiv: 2312.06436 · arxiv_version: 2312.06436v2 · doi: 10.48550/arxiv.2312.06436 · pith_short_12: 2BSHMVRF36SE · pith_short_16: 2BSHMVRF36SEHRUY · pith_short_8: 2BSHMVRF

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/2BSHMVRF36SEHRUYENCDGAXWRC \
  | 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: d064765625dfa443c69823443302f6888dac70c2316c68e34f24a760507955fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61b3734babf55eccfee7fbe45cd15f56270db83d0c75b9af4d2929a2416bc46a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-11T15:07:58Z",
    "title_canon_sha256": "b748f709f8081041239c5a0a2f71b6566f3e36f542b8bcd400ab532ba036e983"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06436",
    "kind": "arxiv",
    "version": 2
  }
}