Pith Number

pith:73LAUBWK

pith:2024:73LAUBWKU2VLAS6MQ3RIU3PBJL

not attested not anchored not stored refs pending

Comparing Few to Rank Many: Active Human Preference Learning using Randomized Frank-Wolfe

Branislav Kveton, Gaurush Hiranandani, Kiran Koshy Thekumparampil, Kousha Kalantari, Shoham Sabach

arxiv:2412.19396 v1 · 2024-12-27 · cs.LG · cs.AI · cs.IT · math.IT · math.OC · 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{73LAUBWKU2VLAS6MQ3RIU3PBJL}

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

MASS-DPO: Multi-negative Active Sample Selection for Direct Policy Optimization

Receipt and verification

First computed	2026-07-05T09:54:34.917835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fed60a06caa6aab04bcc86e28a6de14ade16c85c3e3c0e753cf77e70d0749f89

Aliases

arxiv: 2412.19396 · arxiv_version: 2412.19396v1 · doi: 10.48550/arxiv.2412.19396 · pith_short_12: 73LAUBWKU2VL · pith_short_16: 73LAUBWKU2VLAS6M · pith_short_8: 73LAUBWK

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/73LAUBWKU2VLAS6MQ3RIU3PBJL \
  | 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: fed60a06caa6aab04bcc86e28a6de14ade16c85c3e3c0e753cf77e70d0749f89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2be02e1837b0d7616845fd1fd8a56f16eb1e152c0f2f6a590e189e02c0606b50",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "math.IT",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-27T01:10:17Z",
    "title_canon_sha256": "11e9833cc3d27161f96640f28c438d7a27251401caa9b48fe8700549c3480bc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19396",
    "kind": "arxiv",
    "version": 1
  }
}