Pith Number

pith:F6NNLIBX

pith:2023:F6NNLIBXX2ON36U5T6NRNLZYIY

not attested not anchored not stored refs pending

Seizing Serendipity: Exploiting the Value of Past Success in Off-Policy Actor-Critic

Fuchun Sun, Huazhe Xu, Jianwei Zhang, Tianying Ji, Xianyuan Zhan, Yu Luo

arxiv:2306.02865 v5 · 2023-06-05 · 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{F6NNLIBXX2ON36U5T6NRNLZYIY}

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	2026-07-05T08:17:57.288558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f9ad5a037be9cddfa9d9f9b16af38460095ec7224c0f4402e657e263a0a1f20

Aliases

arxiv: 2306.02865 · arxiv_version: 2306.02865v5 · doi: 10.48550/arxiv.2306.02865 · pith_short_12: F6NNLIBXX2ON · pith_short_16: F6NNLIBXX2ON36U5 · pith_short_8: F6NNLIBX

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/F6NNLIBXX2ON36U5T6NRNLZYIY \
  | 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: 2f9ad5a037be9cddfa9d9f9b16af38460095ec7224c0f4402e657e263a0a1f20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6603f0d72e364f79669178e005da88f60b950bf64ebe8a7426bf55404f2c1c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-05T13:38:14Z",
    "title_canon_sha256": "bf8422c8538f736a1eebc9ea263337e1b1841fce0c14151ac2d610e1c42707f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02865",
    "kind": "arxiv",
    "version": 5
  }
}