Pith Number

pith:2GZUIZ5M

pith:2023:2GZUIZ5M5WEJGHPEOKWZZHXTE2

not attested not anchored not stored refs pending

Reward-Directed Conditional Diffusion: Provable Distribution Estimation and Reward Improvement

Chengzhuo Ni, Hui Yuan, Kaixuan Huang, Mengdi Wang, Minshuo Chen

arxiv:2307.07055 v1 · 2023-07-13 · 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{2GZUIZ5M5WEJGHPEOKWZZHXTE2}

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

Statistical Properties of Training & Generalization

Receipt and verification

First computed	2026-07-05T06:30:49.833605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1b34467aced88931de472ad9c9ef326a1196f2821cfc6b71f685bb1ef245058

Aliases

arxiv: 2307.07055 · arxiv_version: 2307.07055v1 · doi: 10.48550/arxiv.2307.07055 · pith_short_12: 2GZUIZ5M5WEJ · pith_short_16: 2GZUIZ5M5WEJGHPE · pith_short_8: 2GZUIZ5M

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/2GZUIZ5M5WEJGHPEOKWZZHXTE2 \
  | 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: d1b34467aced88931de472ad9c9ef326a1196f2821cfc6b71f685bb1ef245058

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "027329fd7270f45aafcfc454d958f610b3b98f21298e3f6979a7d154c1da7dcf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-13T20:20:40Z",
    "title_canon_sha256": "854d87b0818d84a9773b178e0d3441bb1179ac89e39b3568ba7734bab9f6148a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07055",
    "kind": "arxiv",
    "version": 1
  }
}