Pith Number

pith:A5XYM4CS

pith:2024:A5XYM4CSJ4UYVV7S3SDJ7XBR2M

not attested not anchored not stored refs pending

ACE : Off-Policy Actor-Critic with Causality-Aware Entropy Regularization

Fuchun Sun, Furong Huang, Guowei Xu, Huazhe Xu, Jiawei Guo, Ruijie Zheng, Tianying Ji, Yan Zeng, Yongyuan Liang, Yu Luo

arxiv:2402.14528 v5 · 2024-02-22 · 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{A5XYM4CSJ4UYVV7S3SDJ7XBR2M}

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	2026-07-05T09:30:08.530545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

076f8670524f298ad7f2dc869fdc31d3164a995f28c06209592a7b30ec5f2ea3

Aliases

arxiv: 2402.14528 · arxiv_version: 2402.14528v5 · doi: 10.48550/arxiv.2402.14528 · pith_short_12: A5XYM4CSJ4UY · pith_short_16: A5XYM4CSJ4UYVV7S · pith_short_8: A5XYM4CS

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/A5XYM4CSJ4UYVV7S3SDJ7XBR2M \
  | 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: 076f8670524f298ad7f2dc869fdc31d3164a995f28c06209592a7b30ec5f2ea3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd4b19b476184bae4701dbfae483aa83779ba56a5c8f9b3ab076a5c3e8b25bb6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T13:22:06Z",
    "title_canon_sha256": "d39d64654c292ca7d196f82488edd602943d91ab6a4fa8aa27c7244386e6d0da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14528",
    "kind": "arxiv",
    "version": 5
  }
}