Pith Number

pith:VO6U4TY7

pith:2017:VO6U4TY7BSXAPUX2I4VV677KHF

not attested not anchored not stored refs pending

Robust Loss Functions under Label Noise for Deep Neural Networks

Aritra Ghosh, Himanshu kumar, P.S. Sastry

arxiv:1712.09482 v1 · 2017-12-27 · stat.ML · 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{VO6U4TY7BSXAPUX2I4VV677KHF}

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

2 papers in Pith

Universal hidden monotonic trend estimation with contrastive learning

Optimal Query Allocation in Extractive QA with LLMs: A Learning-to-Defer Framework with Theoretical Guarantees

Receipt and verification

First computed	2026-05-18T00:27:08.254983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abbd4e4f1f0cae07d2fa472b5f7fea395114ae81adae343f7bdae9461b389141

Aliases

arxiv: 1712.09482 · arxiv_version: 1712.09482v1 · doi: 10.48550/arxiv.1712.09482 · pith_short_12: VO6U4TY7BSXA · pith_short_16: VO6U4TY7BSXAPUX2 · pith_short_8: VO6U4TY7

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/VO6U4TY7BSXAPUX2I4VV677KHF \
  | 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: abbd4e4f1f0cae07d2fa472b5f7fea395114ae81adae343f7bdae9461b389141

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5f518905f5fc8fd3f3a21f171db979334c6bb96b5986be2d58b7de01c44119c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-12-27T03:07:57Z",
    "title_canon_sha256": "e1525217d1efee5818b0329612f60b744df87fff92ca1448ff1cab6595fe9abf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.09482",
    "kind": "arxiv",
    "version": 1
  }
}