Pith Number

pith:A6ZBQLVL

pith:2023:A6ZBQLVLJP7XM5NAY6562CE7BR

not attested not anchored not stored refs pending

Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control

Alberto Maria Metelli, Amarildo Likmeta, Marcello Restelli, Matteo Sacco

arxiv:2303.02378 v1 · 2023-03-04 · 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{A6ZBQLVLJP7XM5NAY6562CE7BR}

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

Wasserstein Policy Optimization

Receipt and verification

First computed	2026-07-05T05:48:10.699613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07b2182eab4bff7675a0c7bbed089f0c5b57b68041d098e463a329b505ad98a5

Aliases

arxiv: 2303.02378 · arxiv_version: 2303.02378v1 · doi: 10.48550/arxiv.2303.02378 · pith_short_12: A6ZBQLVLJP7X · pith_short_16: A6ZBQLVLJP7XM5NA · pith_short_8: A6ZBQLVL

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/A6ZBQLVLJP7XM5NAY6562CE7BR \
  | 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: 07b2182eab4bff7675a0c7bbed089f0c5b57b68041d098e463a329b505ad98a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61eeee59fb6abdb7d4c69828bd260eb836a2497cee97b03f9a92112dd2e5aaaa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-04T10:52:20Z",
    "title_canon_sha256": "033653a98df8c82065b6df36037997c845eaf92ff2b89c62198a0bbb21cf894a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02378",
    "kind": "arxiv",
    "version": 1
  }
}