Pith Number

pith:ZHKUQMU7

pith:2024:ZHKUQMU7DFLI53HUDAKIHCBGFB

not attested not anchored not stored refs pending

Preference Adaptive and Sequential Text-to-Image Generation

ChihWei Hsu, Craig Boutilier, Deepak Ramachandran, Guy Tennenholtz, Moonkyung Ryu, Ofir Nabati, Xiang Li, Yinlam Chow

arxiv:2412.10419 v2 · 2024-12-10 · cs.CV · cs.AI · cs.CL · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZHKUQMU7DFLI53HUDAKIHCBGFB}

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

Spectral Souping: A Unified Framework for Online Preference Alignment

Premier: Personalized Preference Modulation with Learnable User Embedding in Text-to-Image Generation

Receipt and verification

First computed	2026-07-05T11:11:21.182904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d548329f19568eecf418148388262877372ee222a575827839c0466fb0e5d8

Aliases

arxiv: 2412.10419 · arxiv_version: 2412.10419v2 · doi: 10.48550/arxiv.2412.10419 · pith_short_12: ZHKUQMU7DFLI · pith_short_16: ZHKUQMU7DFLI53HU · pith_short_8: ZHKUQMU7

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/ZHKUQMU7DFLI53HUDAKIHCBGFB \
  | 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: c9d548329f19568eecf418148388262877372ee222a575827839c0466fb0e5d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08cb14b5f8ea08998c7403a9dbaefe4706af5e777544f9224a3b5110998b243d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-10T01:47:40Z",
    "title_canon_sha256": "b4b1eb0dd1fcf965b9c153c29548fa26a60f4d35b47271e1b857cb74c31f9552"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10419",
    "kind": "arxiv",
    "version": 2
  }
}