Pith Number

pith:LZY73QIK

pith:2025:LZY73QIKCIS34WGA7PA6GIOFOO

not attested not anchored not stored refs pending

DRO-Augment Framework: Robustness by Synergizing Wasserstein Distributionally Robust Optimization and Data Augmentation

Debarghya Mukherjee, Ioannis Ch. Paschalidis, Jiaming Hu

arxiv:2506.17874 v2 · 2025-06-22 · stat.ML · cs.CV · 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{LZY73QIKCIS34WGA7PA6GIOFOO}

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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

Unification and Optimization of Robust Supervised Learning

Receipt and verification

First computed	2026-07-05T11:26:53.333485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e71fdc10a1225be58c0fbc1e321c5738f9e8f0d2cb1a08c68edce10aa5ff345

Aliases

arxiv: 2506.17874 · arxiv_version: 2506.17874v2 · doi: 10.48550/arxiv.2506.17874 · pith_short_12: LZY73QIKCIS3 · pith_short_16: LZY73QIKCIS34WGA · pith_short_8: LZY73QIK

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/LZY73QIKCIS34WGA7PA6GIOFOO \
  | 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: 5e71fdc10a1225be58c0fbc1e321c5738f9e8f0d2cb1a08c68edce10aa5ff345

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b81b8f8835c6b0abe7055aa942dbc730fd619ae936044306f66de10d5289dbfa",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-06-22T02:18:03Z",
    "title_canon_sha256": "893fd44888477f3d2bd7ecb9621c09a43a1577b9043f14f055a816fa84662566"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17874",
    "kind": "arxiv",
    "version": 2
  }
}