Pith Number

pith:7UE2LBGV

pith:2024:7UE2LBGVMS7CL6UYVGB5DA4HXU

not attested not anchored not stored refs pending

Faster WIND: Accelerating Iterative Best-of-$N$ Distillation for LLM Alignment

Bo Dai, Dale Schuurmans, Hanjun Dai, Jincheng Mei, Shicong Cen, Tong Yang, Yuejie Chi, Zixin Wen

arxiv:2410.20727 v2 · 2024-10-28 · 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{7UE2LBGVMS7CL6UYVGB5DA4HXU}

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	2026-07-05T10:16:59.232236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd09a584d564be25fa98a983d18387bd25f5f47f2c0595330dbbd6a2132ca21b

Aliases

arxiv: 2410.20727 · arxiv_version: 2410.20727v2 · doi: 10.48550/arxiv.2410.20727 · pith_short_12: 7UE2LBGVMS7C · pith_short_16: 7UE2LBGVMS7CL6UY · pith_short_8: 7UE2LBGV

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/7UE2LBGVMS7CL6UYVGB5DA4HXU \
  | 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: fd09a584d564be25fa98a983d18387bd25f5f47f2c0595330dbbd6a2132ca21b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9358c1e1b97e5225f3e9fccd5abd4d0bdd2c91ac577c66c575a2525f0a15f64d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T04:47:39Z",
    "title_canon_sha256": "27b317a04d9c51ed3b6c630d682253a853f9f1a06634e07983dfb83bbf85685d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20727",
    "kind": "arxiv",
    "version": 2
  }
}