Pith Number

pith:OWSWQ33U

pith:2020:OWSWQ33USXHY5BKQP2EUWR33RE

not attested not anchored not stored refs pending

DSAC: Distributional Soft Actor-Critic for Risk-Sensitive Reinforcement Learning

Jun Yang, Junyao Chen, Li Xia, Qianchuan Zhao, Xiaoteng Ma, Zhengyuan Zhou

arxiv:2004.14547 v3 · 2020-04-30 · 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{OWSWQ33USXHY5BKQP2EUWR33RE}

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.

Cited by

1 paper in Pith

Distributional Off-Policy Evaluation with Deep Quantile Process Regression

Receipt and verification

First computed	2026-07-05T11:28:27.682459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75a5686f7495cf8e85507e894b477b89199b255d020a6bc979b62e6a8a02d2e2

Aliases

arxiv: 2004.14547 · arxiv_version: 2004.14547v3 · doi: 10.48550/arxiv.2004.14547 · pith_short_12: OWSWQ33USXHY · pith_short_16: OWSWQ33USXHY5BKQ · pith_short_8: OWSWQ33U

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/OWSWQ33USXHY5BKQP2EUWR33RE \
  | 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: 75a5686f7495cf8e85507e894b477b89199b255d020a6bc979b62e6a8a02d2e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c952bc8ed6b04b3d7f4802b4b4934b60e05d8c2afed6327e32e1f48f38efbff8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-30T02:23:15Z",
    "title_canon_sha256": "f42cd5a95bf2f2fc8938cfbf56f96852a86868d912d488daaa4b3dc2eb3e6845"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.14547",
    "kind": "arxiv",
    "version": 3
  }
}