Pith Number

pith:ALPKNNUB

pith:2024:ALPKNNUBR3X2YT45F5ECA6R2GM

not attested not anchored not stored refs pending

Be More Diverse than the Most Diverse: Optimal Mixtures of Generative Models via Mixture-UCB Bandit Algorithms

Cheuk Ting Li, Farzan Farnia, Parham Rezaei

arxiv:2412.17622 v2 · 2024-12-23 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ALPKNNUBR3X2YT45F5ECA6R2GM}

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

Kernel-based Unsupervised Embedding Alignment for Enhanced Visual Representation in Vision-language Models

Receipt and verification

First computed	2026-07-05T10:37:41.185404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02dea6b6818eefac4f9d2f48207a3a330a5e61251b0d7d3218db73cc8c88ab73

Aliases

arxiv: 2412.17622 · arxiv_version: 2412.17622v2 · doi: 10.48550/arxiv.2412.17622 · pith_short_12: ALPKNNUBR3X2 · pith_short_16: ALPKNNUBR3X2YT45 · pith_short_8: ALPKNNUB

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/ALPKNNUBR3X2YT45F5ECA6R2GM \
  | 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: 02dea6b6818eefac4f9d2f48207a3a330a5e61251b0d7d3218db73cc8c88ab73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "364388c27ab33ad332f01fa8a060e035f4901e865fc89fe7683823badddd8d4a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T14:48:17Z",
    "title_canon_sha256": "ae56d24577e14aba5686cc0f136cf0109884c3e28ff0c93b3fee3a5e121d827b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17622",
    "kind": "arxiv",
    "version": 2
  }
}