Pith Number

pith:KSUXQHBS

pith:2026:KSUXQHBSS4FX3A5YSCPQ7LSLZM

not attested not anchored not stored refs pending

On Distributional Reinforcement Learning in Chaotic Dynamical Systems

James Rudd-Jones, Mar\'ia P\'erez-Ortiz, Mirco Musolesi

arxiv:2605.30160 v1 · 2026-05-28 · 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{KSUXQHBSS4FX3A5YSCPQ7LSLZM}

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	2026-05-29T02:06:11.391691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54a9781c32970b7d83b8909f0fae4bcb23d91f3532c9c1de32d06b76537c6481

Aliases

arxiv: 2605.30160 · arxiv_version: 2605.30160v1 · doi: 10.48550/arxiv.2605.30160 · pith_short_12: KSUXQHBSS4FX · pith_short_16: KSUXQHBSS4FX3A5Y · pith_short_8: KSUXQHBS

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/KSUXQHBSS4FX3A5YSCPQ7LSLZM \
  | 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: 54a9781c32970b7d83b8909f0fae4bcb23d91f3532c9c1de32d06b76537c6481

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce0dea7168b5bcca192669022ca57c3a5a35faea221daeadf3c9805dea4ba769",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-28T16:17:32Z",
    "title_canon_sha256": "87dca86f388e8a1570d375a8f4730247ce41ec282da945d72c9466dbdb4645e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30160",
    "kind": "arxiv",
    "version": 1
  }
}