Pith Number

pith:P2CEYABR

pith:2024:P2CEYABRLE33UOE4QXNLFJFZ6P

not attested not anchored not stored refs pending

A Theoretical Analysis of Soft-Label vs Hard-Label Training in Neural Networks

R. Srikant, Saptarshi Mandal, Xiaojun Lin

arxiv:2412.09579 v1 · 2024-12-12 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P2CEYABRLE33UOE4QXNLFJFZ6P}

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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

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Receipt and verification

First computed	2026-07-05T09:48:26.502492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e844c00315937ba389c85dab2a4b9f3d43fb8dccb60806d31adcfcbef7b1847

Aliases

arxiv: 2412.09579 · arxiv_version: 2412.09579v1 · doi: 10.48550/arxiv.2412.09579 · pith_short_12: P2CEYABRLE33 · pith_short_16: P2CEYABRLE33UOE4 · pith_short_8: P2CEYABR

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/P2CEYABRLE33UOE4QXNLFJFZ6P \
  | 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: 7e844c00315937ba389c85dab2a4b9f3d43fb8dccb60806d31adcfcbef7b1847

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67772c4638a5d378d786124684581dd3431c0786ae1e15488f48d69c7f9c5528",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-12T18:54:07Z",
    "title_canon_sha256": "833629e276a8c8a39cf59f4412dabd5bbc401be2a7fa5d2dbc7491bd58ec7467"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09579",
    "kind": "arxiv",
    "version": 1
  }
}