Pith Number

pith:GD35PHF5

pith:2025:GD35PHF5YTOQJE4F3YJI7DJRFH

not attested not anchored not stored refs pending

Learning to Trust Bellman Updates: Selective State-Adaptive Regularization for Offline RL

Ming-Kun Xie, Qin-Wen Luo, Sheng-Jun Huang, Ye-Wen Wang

arxiv:2505.19923 v1 · 2025-05-26 · 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{GD35PHF5YTOQJE4F3YJI7DJRFH}

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	2026-07-05T11:09:49.948128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30f7d79cbdc4dd049385de128f8d3129e232b4c1ab7871591e9ddbd1ba847107

Aliases

arxiv: 2505.19923 · arxiv_version: 2505.19923v1 · doi: 10.48550/arxiv.2505.19923 · pith_short_12: GD35PHF5YTOQ · pith_short_16: GD35PHF5YTOQJE4F · pith_short_8: GD35PHF5

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/GD35PHF5YTOQJE4F3YJI7DJRFH \
  | 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: 30f7d79cbdc4dd049385de128f8d3129e232b4c1ab7871591e9ddbd1ba847107

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f54741048c5a43382b810cd14bc15a0a75d42622fb617c289498afb4c894f0ef",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-26T12:45:54Z",
    "title_canon_sha256": "c6ef3d5a89eab05c8aeb5d24a6cb19ed3858c7b2d9621ba0d2b338f7030e42c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19923",
    "kind": "arxiv",
    "version": 1
  }
}