Pith Number

pith:IRPOU4KN

pith:2024:IRPOU4KNJWMJHEA3EHYDGVRMMQ

not attested not anchored not stored refs pending

Gap-Dependent Bounds for Q-Learning using Reference-Advantage Decomposition

Haochen Zhang, Lingzhou Xue, Zhong Zheng

arxiv:2410.07574 v2 · 2024-10-10 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRPOU4KNJWMJHEA3EHYDGVRMMQ}

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	2026-07-05T10:27:17.089518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

445eea714d4d9893901b21f033562c641c9a82627b2d683e3c1f45125a2ad420

Aliases

arxiv: 2410.07574 · arxiv_version: 2410.07574v2 · doi: 10.48550/arxiv.2410.07574 · pith_short_12: IRPOU4KNJWMJ · pith_short_16: IRPOU4KNJWMJHEA3 · pith_short_8: IRPOU4KN

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/IRPOU4KNJWMJHEA3EHYDGVRMMQ \
  | 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: 445eea714d4d9893901b21f033562c641c9a82627b2d683e3c1f45125a2ad420

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9c8587cd9a32058278ebec9ec17b21571ad282abbc035470459ca47d9c416c8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-10T03:19:46Z",
    "title_canon_sha256": "3bb2b118e2d8b34c0b76fe31707991436c1e12ece974f55aa1ca3222f613a1db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07574",
    "kind": "arxiv",
    "version": 2
  }
}