Pith Number

pith:4CSAAQOC

pith:2024:4CSAAQOCPDGW3RUYXBEXAMT6PF

not attested not anchored not stored refs pending

Robust Testing for Deep Learning using Human Label Noise

Gordon Lim, Kevin Leach, Stefan Larson

arxiv:2412.00244 v1 · 2024-11-29 · 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{4CSAAQOCPDGW3RUYXBEXAMT6PF}

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	2026-07-05T09:42:38.295361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a40041c278cd6dc698b84970327e7979296320c3c83845e0654f2f6e7df7f0

Aliases

arxiv: 2412.00244 · arxiv_version: 2412.00244v1 · doi: 10.48550/arxiv.2412.00244 · pith_short_12: 4CSAAQOCPDGW · pith_short_16: 4CSAAQOCPDGW3RUY · pith_short_8: 4CSAAQOC

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/4CSAAQOCPDGW3RUYXBEXAMT6PF \
  | 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: e0a40041c278cd6dc698b84970327e7979296320c3c83845e0654f2f6e7df7f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e3a2e8bae1613806f36445a8bd64df5116bc6ea8d6c649306ee5cd4e5ffefe1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-29T20:31:57Z",
    "title_canon_sha256": "a12c7f13e8cdd811a49a72d2328ea1ff703c8f55c8784a765608dbbb90c151b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00244",
    "kind": "arxiv",
    "version": 1
  }
}