Pith Number

pith:CWSZBWRV

pith:2025:CWSZBWRVG2UBEN3UE7PP45ODSN

not attested not anchored not stored refs pending

Model-Based Reinforcement Learning in Discrete-Action Non-Markovian Reward Decision Processes

Alessandro Trapasso, Fabio Patrizi, Luca Iocchi

arxiv:2512.14617 v2 · 2025-12-16 · 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{CWSZBWRVG2UBEN3UE7PP45ODSN}

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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

Theoretical Foundations of $\max$@$k$ Reinforcement Learning

Receipt and verification

First computed	2026-06-10T01:08:30.943144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15a590da3536a812377427defe75c393489fa3ad80aba566eb968766f0cab585

Aliases

arxiv: 2512.14617 · arxiv_version: 2512.14617v2 · doi: 10.48550/arxiv.2512.14617 · pith_short_12: CWSZBWRVG2UB · pith_short_16: CWSZBWRVG2UBEN3U · pith_short_8: CWSZBWRV

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/CWSZBWRVG2UBEN3UE7PP45ODSN \
  | 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: 15a590da3536a812377427defe75c393489fa3ad80aba566eb968766f0cab585

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14328e67a678e9dbd219f8be2ea947f8bdf04ea77c9d42f637259d3fd9b8457c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-16T17:26:24Z",
    "title_canon_sha256": "502ad6fc66fd939022275f2762c329011ab1ce3848628a700e4b47053abc098e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.14617",
    "kind": "arxiv",
    "version": 2
  }
}