Pith Number

pith:PZPOGQSD

pith:2023:PZPOGQSDWJPUQCQSC3W4OGZ6WM

not attested not anchored not stored refs pending

Distributional Soft Actor-Critic with Three Refinements

Bo Cheng, Chang Liu, Jiaxin Gao, Jingliang Duan, Keqiang Li, Liming Xiao, Shengbo Eben Li, Wenxuan Wang, Ya-Qin Zhang

arxiv:2310.05858 v7 · 2023-10-09 · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZPOGQSDWJPUQCQSC3W4OGZ6WM}

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	2026-07-05T11:49:02.414994Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e5ee34243b25f480a1216edc71b3eb33c7470c11d91523a61138227f22f3ca3

Aliases

arxiv: 2310.05858 · arxiv_version: 2310.05858v7 · doi: 10.48550/arxiv.2310.05858 · pith_short_12: PZPOGQSDWJPU · pith_short_16: PZPOGQSDWJPUQCQS · pith_short_8: PZPOGQSD

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/PZPOGQSDWJPUQCQSC3W4OGZ6WM \
  | 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: 7e5ee34243b25f480a1216edc71b3eb33c7470c11d91523a61138227f22f3ca3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a321f28d542e97d2de036123c443be65f7786a4f007b49bc283d3b5b70d5d875",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-09T16:52:48Z",
    "title_canon_sha256": "26c92a463060be2df82f2bfe371263d5b5b6df91d5a712cdd408ee5a24e8f6f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05858",
    "kind": "arxiv",
    "version": 7
  }
}