Pith Number

pith:AQ652APB

pith:2025:AQ652APB4V6JVBSCNNO4E7733X

not attested not anchored not stored refs pending

Yes, Q-learning Helps Offline In-Context RL

Albina Klepach, Alexander Derevyagin, Alexander Nikulin, Andrei Polubarov, Denis Tarasov, Igor Kiselev, Ilya Zisman, Nikita Lyubaykin, Vladislav Kurenkov

arxiv:2502.17666 v4 · 2025-02-24 · 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{AQ652APB4V6JVBSCNNO4E7733X}

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	2026-05-27T01:04:47.980500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

043ddd01e1e57c9a86426b5dc27ffbddee0e8a2025a78b8ae8dc51945c73816f

Aliases

arxiv: 2502.17666 · arxiv_version: 2502.17666v4 · doi: 10.48550/arxiv.2502.17666 · pith_short_12: AQ652APB4V6J · pith_short_16: AQ652APB4V6JVBSC · pith_short_8: AQ652APB

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/AQ652APB4V6JVBSCNNO4E7733X \
  | 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: 043ddd01e1e57c9a86426b5dc27ffbddee0e8a2025a78b8ae8dc51945c73816f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "908786bb2ff3f93f1249e0fd206327d5182a0263f618c7637322f5fda01076c0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T21:29:06Z",
    "title_canon_sha256": "a296c75510dde7aa45197634878e7d4dfe29f2063b72e96c359718652fdcca92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17666",
    "kind": "arxiv",
    "version": 4
  }
}