Pith Number

pith:RZXUCQRB

pith:2023:RZXUCQRBWHBNRQEHFCREXN64YR

not attested not anchored not stored refs pending

Restart Sampling for Improving Generative Processes

Mingyang Deng, Tommi Jaakkola, Xiang Cheng, Yilun Xu, Yonglong Tian, Ziming Liu

arxiv:2306.14878 v2 · 2023-06-26 · cs.LG · cs.CV · stat.CO · 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{RZXUCQRBWHBNRQEHFCREXN64YR}

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

2 papers in Pith

CaloTrilogy: Toward a Breakthrough in One-Step, End-to-End, Physics-Guided Shower Generation for Modern Calorimeters

$Z^2$-Sampling: Zero-Cost Zigzag Trajectories for Semantic Alignment in Diffusion Models

Receipt and verification

First computed	2026-07-05T07:07:38.510527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e6f414221b1c2d8c08728a24bb7dcc479bbd7a46cea3830357b7afc2ec9a345

Aliases

arxiv: 2306.14878 · arxiv_version: 2306.14878v2 · doi: 10.48550/arxiv.2306.14878 · pith_short_12: RZXUCQRBWHBN · pith_short_16: RZXUCQRBWHBNRQEH · pith_short_8: RZXUCQRB

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/RZXUCQRBWHBNRQEHFCREXN64YR \
  | 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: 8e6f414221b1c2d8c08728a24bb7dcc479bbd7a46cea3830357b7afc2ec9a345

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f77aa577f3384b570c942b338b31b7b32eb68b9e2cd522d6068ea1b6265ee9b2",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-26T17:48:25Z",
    "title_canon_sha256": "012f8440b8248949406d4aba3e932f3b2167b9504523df6341cb9b476f65abab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.14878",
    "kind": "arxiv",
    "version": 2
  }
}