Pith Number

pith:KZNURD66

pith:2023:KZNURD66SRTLPW5XFURYGS2VDQ

not attested not anchored not stored refs pending

One-Step Distributional Reinforcement Learning

Eric Moulines, Kirill Fedyanin, Mastane Achab, Reda Alami, Yasser Abdelaziz Dahou Djilali

arxiv:2304.14421 v1 · 2023-04-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZNURD66SRTLPW5XFURYGS2VDQ}

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	2026-07-05T06:05:04.668555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

565b488fde9466b7dbb72d23834b551c03affb690d29d5a0a2c57661bd13a278

Aliases

arxiv: 2304.14421 · arxiv_version: 2304.14421v1 · doi: 10.48550/arxiv.2304.14421 · pith_short_12: KZNURD66SRTL · pith_short_16: KZNURD66SRTLPW5X · pith_short_8: KZNURD66

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/KZNURD66SRTLPW5XFURYGS2VDQ \
  | 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: 565b488fde9466b7dbb72d23834b551c03affb690d29d5a0a2c57661bd13a278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39f36d7e29e23e32693d7203d8b46c1d0b2c23d6cdd34c5f9ca0cd5b367fec9c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-27T06:57:00Z",
    "title_canon_sha256": "c206dbb2243d47401094543233aceb210cd7759c26228fc44f3445371b6324f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14421",
    "kind": "arxiv",
    "version": 1
  }
}