Pith Number

pith:3JVKDCVV

pith:2024:3JVKDCVVIQIVZHQZ2HQ73HXYLH

not attested not anchored not stored refs pending

Learning with Confidence: Training Better Classifiers from Soft Labels

Dirk Thierens, Sjoerd de Vries

arxiv:2409.16071 v1 · 2024-09-24 · 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{3JVKDCVVIQIVZHQZ2HQ73HXYLH}

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

Perspective Transition of Large Language Models for Solving Subjective Tasks

Receipt and verification

First computed	2026-07-05T09:11:04.725038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da6aa18ab544115c9e19d1e1fd9ef859e5d868cc911003fc8fd70a0093b5b1a1

Aliases

arxiv: 2409.16071 · arxiv_version: 2409.16071v1 · doi: 10.48550/arxiv.2409.16071 · pith_short_12: 3JVKDCVVIQIV · pith_short_16: 3JVKDCVVIQIVZHQZ · pith_short_8: 3JVKDCVV

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/3JVKDCVVIQIVZHQZ2HQ73HXYLH \
  | 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: da6aa18ab544115c9e19d1e1fd9ef859e5d868cc911003fc8fd70a0093b5b1a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0396ef6cdfcf23b967acca1411f9284bd503201f31a50547c87fdaf70ecafc2a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-24T13:12:29Z",
    "title_canon_sha256": "162cd85ee2a30d1ee86b5beb229c50710ed977846dfefae41542dc2138a83a79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16071",
    "kind": "arxiv",
    "version": 1
  }
}