Pith Number

pith:4ZBIBIXT

pith:2025:4ZBIBIXTSEVWQ4G4N3TCHOO6WH

not attested not anchored not stored refs pending

SPEQ: Offline Stabilization Phases for Efficient Q-Learning in High Update-To-Data Ratio Reinforcement Learning

Alessandro Sestini, Andrew D. Bagdanov, Carlo Romeo, Girolamo Macaluso

arxiv:2501.08669 v2 · 2025-01-15 · 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{4ZBIBIXTSEVWQ4G4N3TCHOO6WH}

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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

3 papers in Pith

ARC-RL: A Reinforcement Learning Playground Inspired by ARC Raiders

Distributional Value Estimation Without Target Networks for Robust Quality-Diversity

Receipt and verification

First computed	2026-07-05T10:33:42.359213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e64280a2f3912b6870dc6ee623b9deb1d694bc7ce09d61bf1c81281522457b81

Aliases

arxiv: 2501.08669 · arxiv_version: 2501.08669v2 · doi: 10.48550/arxiv.2501.08669 · pith_short_12: 4ZBIBIXTSEVW · pith_short_16: 4ZBIBIXTSEVWQ4G4 · pith_short_8: 4ZBIBIXT

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/4ZBIBIXTSEVWQ4G4N3TCHOO6WH \
  | 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: e64280a2f3912b6870dc6ee623b9deb1d694bc7ce09d61bf1c81281522457b81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54181be4bc11ce6e1efac350374d5623bf4c33638e57c8894ab1b17da1cdf347",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-15T09:04:19Z",
    "title_canon_sha256": "bbaede5f10139a1ca3fb0c2df67373d2725e7ff8e9ca4abfe36ce681d1ff6f56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08669",
    "kind": "arxiv",
    "version": 2
  }
}