Pith Number

pith:4OBT5KH4

pith:2024:4OBT5KH4VUXC7RRFJYYW6M2EAI

not attested not anchored not stored refs pending

Large Language Model Enhanced Machine Learning Estimators for Classification

Chu Wang, Yingfei Wang, Yuhang Wu, Zeyu Zheng

arxiv:2405.05445 v1 · 2024-05-08 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4OBT5KH4VUXC7RRFJYYW6M2EAI}

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

Best-Arm Identification with Generative Proxy

Receipt and verification

First computed	2026-07-05T08:17:18.305799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3833ea8fcad2e2fc6254e316f3344023e4ec14d866dda76bb7dcb22b54b6e8f

Aliases

arxiv: 2405.05445 · arxiv_version: 2405.05445v1 · doi: 10.48550/arxiv.2405.05445 · pith_short_12: 4OBT5KH4VUXC · pith_short_16: 4OBT5KH4VUXC7RRF · pith_short_8: 4OBT5KH4

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/4OBT5KH4VUXC7RRFJYYW6M2EAI \
  | 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: e3833ea8fcad2e2fc6254e316f3344023e4ec14d866dda76bb7dcb22b54b6e8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0dd285f4532d287f5e43e8becb8c3b3a9166a0933617933adb823a78753f1cf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-08T22:28:57Z",
    "title_canon_sha256": "5222bf708b27eaf59392c3c9a777aaa3dbe2e28c968b418fbb8b4963e6ef1bc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05445",
    "kind": "arxiv",
    "version": 1
  }
}