Pith. sign in
Pith Number

pith:S2DGCLRO

pith:2025:S2DGCLROV6MAPCLPINZLG3UA75
not attested not anchored not stored refs pending

Devil is in the Details: Density Guidance for Detail-Aware Generation with Flow Models

Markus Heinonen, Rafa{\l} Karczewski, Vikas Garg

arxiv:2502.05807 v2 · 2025-02-09 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{S2DGCLROV6MAPCLPINZLG3UA75}

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.
Receipt and verification
First computed 2026-07-05T11:10:52.124267Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9686612e2eaf9807896f4372b36e80ff76cb588f0c2706b1fee080ae6725a551

Aliases

arxiv: 2502.05807 · arxiv_version: 2502.05807v2 · doi: 10.48550/arxiv.2502.05807 · pith_short_12: S2DGCLROV6MA · pith_short_16: S2DGCLROV6MAPCLP · pith_short_8: S2DGCLRO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/S2DGCLROV6MAPCLPINZLG3UA75 \
  | 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: 9686612e2eaf9807896f4372b36e80ff76cb588f0c2706b1fee080ae6725a551
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fadd896aa61189e7f29cd47105f55541919e43662a028511c20a3a6766021189",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-09T08:18:33Z",
    "title_canon_sha256": "0481f3dc7b31d8c1aabf0fc3080fa8b37a14c83dd8512148651bb37398a83a86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05807",
    "kind": "arxiv",
    "version": 2
  }
}