Pith Number

pith:EEO6KUPV

pith:2024:EEO6KUPVAR4EG7S5Y7VQDUXBUN

not attested not anchored not stored refs pending

Public-data Assisted Private Stochastic Optimization: Power and Limitations

Crist\'obal Guzm\'an, Enayat Ullah, Michael Menart, Raef Bassily, Raman Arora

arxiv:2403.03856 v1 · 2024-03-06 · cs.LG · cs.CR · math.OC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EEO6KUPVAR4EG7S5Y7VQDUXBUN}

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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

Lower Bounds for Public-Private Learning under Distribution Shift

Receipt and verification

First computed	2026-07-05T07:53:02.338002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

211de551f50478437e5dc7eb01d2e1a36cd044a1f5e36ac75b70f1b59f9c19c7

Aliases

arxiv: 2403.03856 · arxiv_version: 2403.03856v1 · doi: 10.48550/arxiv.2403.03856 · pith_short_12: EEO6KUPVAR4E · pith_short_16: EEO6KUPVAR4EG7S5 · pith_short_8: EEO6KUPV

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/EEO6KUPVAR4EG7S5Y7VQDUXBUN \
  | 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: 211de551f50478437e5dc7eb01d2e1a36cd044a1f5e36ac75b70f1b59f9c19c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a104fec3976a10f2e2c6d5e92012aab7cf65ae2194a258be2320f19a1518eba6",
    "cross_cats_sorted": [
      "cs.CR",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-06T17:06:11Z",
    "title_canon_sha256": "47b38e6b11dbb0846e208c91bcc0101401a26d8b6ef88b08571f232f1f34c915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03856",
    "kind": "arxiv",
    "version": 1
  }
}