Pith Number

pith:YKQTZ7VZ

pith:2024:YKQTZ7VZ5DJGL42BT37X2KS5SX

not attested not anchored not stored refs pending

DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised $h$-transform

Alexander Denker, Emile Mathieu, Francisco Vargas, Kieran Didi, Pietro Lio, Riccardo Barbano, Shreyas Padhy, Simon Mathis, Urszula Julia Komorowska, Vincent Dutordoir

arxiv:2406.01781 v5 · 2024-06-03 · 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{YKQTZ7VZ5DJGL42BT37X2KS5SX}

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

Debiasing Guidance for Discrete Diffusion with Sequential Monte Carlo

Receipt and verification

First computed	2026-07-05T11:06:21.499780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2a13cfeb9e8d265f3419eff7d2a5d95f4f25d395cbbc43ba689f891f5847fa7

Aliases

arxiv: 2406.01781 · arxiv_version: 2406.01781v5 · doi: 10.48550/arxiv.2406.01781 · pith_short_12: YKQTZ7VZ5DJG · pith_short_16: YKQTZ7VZ5DJGL42B · pith_short_8: YKQTZ7VZ

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/YKQTZ7VZ5DJGL42BT37X2KS5SX \
  | 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: c2a13cfeb9e8d265f3419eff7d2a5d95f4f25d395cbbc43ba689f891f5847fa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11db5170fcc790a7491daabb0663efaa1c0d5dd0443afe4d944c7dbdee64fbce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T20:52:34Z",
    "title_canon_sha256": "a18d45b709664e09ad4d895c14aaa7cc20413ef616c77e637cdbd62ade2a867e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01781",
    "kind": "arxiv",
    "version": 5
  }
}