Pith Number

pith:HQJDPQNL

pith:2024:HQJDPQNLUUKO3VVXASTZ2UAKAA

not attested not anchored not stored refs pending

Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds

Dongruo Zhou, John C.S. Lui, Wen Sun, Zhiyong Wang

arxiv:2408.08994 v3 · 2024-08-16 · 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{HQJDPQNLUUKO3VVXASTZ2UAKAA}

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.

Cited by

1 paper in Pith

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Receipt and verification

First computed	2026-07-05T09:27:24.622434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c1237c1aba514edd6b704a79d500a0026a89333bb2f9abe83c12ff626de8f48

Aliases

arxiv: 2408.08994 · arxiv_version: 2408.08994v3 · doi: 10.48550/arxiv.2408.08994 · pith_short_12: HQJDPQNLUUKO · pith_short_16: HQJDPQNLUUKO3VVX · pith_short_8: HQJDPQNL

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/HQJDPQNLUUKO3VVXASTZ2UAKAA \
  | 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: 3c1237c1aba514edd6b704a79d500a0026a89333bb2f9abe83c12ff626de8f48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50799b9596529c77644beb47c6cb6a774dd45176f2ddb69c7f76b710743d67f5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-16T19:52:53Z",
    "title_canon_sha256": "5b54b7001dd0e298aac423f7c8b56b42328dd29a8314ed3a23f1132328a110e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08994",
    "kind": "arxiv",
    "version": 3
  }
}