Pith Number

pith:LBFU7DTC

pith:2019:LBFU7DTC5IFDU7A6YCEC4VYSIH

not attested not anchored not stored refs pending

A General Theory for Structured Prediction with Smooth Convex Surrogates

Alessandro Rudi, Alex Nowak-Vila, Francis Bach

arxiv:1902.01958 v2 · 2019-02-05 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LBFU7DTC5IFDU7A6YCEC4VYSIH}

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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

Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems

Receipt and verification

First computed	2026-05-17T23:54:06.696815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

584b4f8e62ea0a3a7c1ec0882e571241c42d949ffdb3a3439eec0a72d1ee6f66

Aliases

arxiv: 1902.01958 · arxiv_version: 1902.01958v2 · doi: 10.48550/arxiv.1902.01958 · pith_short_12: LBFU7DTC5IFD · pith_short_16: LBFU7DTC5IFDU7A6 · pith_short_8: LBFU7DTC

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/LBFU7DTC5IFDU7A6YCEC4VYSIH \
  | 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: 584b4f8e62ea0a3a7c1ec0882e571241c42d949ffdb3a3439eec0a72d1ee6f66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30cb9b892fdbbcfe07cb10d0d5269c0298cb4da09f96c92c84d86ecb27e73ccc",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-05T22:27:24Z",
    "title_canon_sha256": "b6c4d1039d5fc24faa35ad913aa1267ad1ffac69b6aa248e7801dc00a8fb38a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.01958",
    "kind": "arxiv",
    "version": 2
  }
}