pith. sign in
Pith Number

pith:UC7PGTJG

pith:2025:UC7PGTJGWRJPKZJ757TNGTSGTQ
not attested not anchored not stored refs pending

Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair Supervision

Dohyun Kim, Paul Hongsuck Seo, Seung Wook Kim, Seungwoo Lyu

arxiv:2512.23426 v2 · 2025-12-29 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UC7PGTJGWRJPKZJ757TNGTSGTQ}

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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 2026-07-03T00:16:51.730608Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a0bef34d26b452f5653fefe6d34e469c1ceac38ce40800895616feb4c07bdea9

Aliases

arxiv: 2512.23426 · arxiv_version: 2512.23426v2 · doi: 10.48550/arxiv.2512.23426 · pith_short_12: UC7PGTJGWRJP · pith_short_16: UC7PGTJGWRJPKZJ7 · pith_short_8: UC7PGTJG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UC7PGTJGWRJPKZJ757TNGTSGTQ \
  | 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: a0bef34d26b452f5653fefe6d34e469c1ceac38ce40800895616feb4c07bdea9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a4ae28a076dd8e3bbfb4d30622bff1172ae8b5587defbb8359b694b3fa75b499",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-12-29T12:46:07Z",
    "title_canon_sha256": "e90fdc91564e6e646dfc7bf62938ff609fd7f9b580cf8cd4c715f53cb953c5c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.23426",
    "kind": "arxiv",
    "version": 2
  }
}