Pith Number

pith:N6CEDXQY

pith:2025:N6CEDXQYKBFAK5TL2X7H3KBQNY

not attested not anchored not stored refs pending

Bellman operator convergence enhancements in reinforcement learning algorithms

David Krame Kadurha, Domini Jocema Leko Moutouo, Yae Ulrich Gaba

arxiv:2505.14564 v1 · 2025-05-20 · 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{N6CEDXQYKBFAK5TL2X7H3KBQNY}

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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

2 papers in Pith

Carbon-Aware Intrusion Detection: A Comparative Study of Supervised and Unsupervised DRL for Sustainable IoT Edge Gateways

TabQL: In-Context Q-Learning with Tabular Foundation Models

Receipt and verification

First computed	2026-07-05T11:06:15.626203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f8441de18504a05766bd5fe7da8306e14b09c288ac8ed45b21b6dafea50d45c

Aliases

arxiv: 2505.14564 · arxiv_version: 2505.14564v1 · doi: 10.48550/arxiv.2505.14564 · pith_short_12: N6CEDXQYKBFA · pith_short_16: N6CEDXQYKBFAK5TL · pith_short_8: N6CEDXQY

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/N6CEDXQYKBFAK5TL2X7H3KBQNY \
  | 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: 6f8441de18504a05766bd5fe7da8306e14b09c288ac8ed45b21b6dafea50d45c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7212607014226413c28c043f8973b2aeabf59e3bab24fd4632762a307029c3ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-20T16:24:42Z",
    "title_canon_sha256": "d5394821806077e416e871ef5a77f6cc4cda37cf3f08584610c2d8da34025068"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14564",
    "kind": "arxiv",
    "version": 1
  }
}