Pith Number

pith:RFWFVCVX

pith:2023:RFWFVCVXGRYABGTSV7NET3ROQZ

not attested not anchored not stored refs pending

Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning

Gen Li, Jason D. Lee, Wenhao Zhan, Yuejie Chi, Yuxin Chen

arxiv:2305.10282 v1 · 2023-05-17 · cs.LG · cs.IT · math.IT · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RFWFVCVXGRYABGTSV7NET3ROQZ}

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

Decentralized Relaxed Smooth Optimization with Gradient Descent Methods

Receipt and verification

First computed	2026-07-05T06:11:12.099049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

896c5a8ab73470009a72afda49ee2e864912a0e9dae4eea49b13b0f036770156

Aliases

arxiv: 2305.10282 · arxiv_version: 2305.10282v1 · doi: 10.48550/arxiv.2305.10282 · pith_short_12: RFWFVCVXGRYA · pith_short_16: RFWFVCVXGRYABGTS · pith_short_8: RFWFVCVX

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/RFWFVCVXGRYABGTSV7NET3ROQZ \
  | 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: 896c5a8ab73470009a72afda49ee2e864912a0e9dae4eea49b13b0f036770156

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0326ec4631aa9b760bf1618ecb40406998f024ad23942862d253099734a3f79",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-17T15:17:23Z",
    "title_canon_sha256": "cbb8b9bd88621290992337c6996f38349c9ca87cff1dd0e75b4e7bf33de2760c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10282",
    "kind": "arxiv",
    "version": 1
  }
}