Pith Number

pith:IQBI2R7P

pith:2018:IQBI2R7PA3S4F35UNMILDX7TU5

not attested not anchored not stored refs pending

Protection Against Reconstruction and Its Applications in Private Federated Learning

Abhishek Bhowmick, Gaurav Kapoor, John Duchi, Julien Freudiger, Ryan Rogers

arxiv:1812.00984 v2 · 2018-12-03 · 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{IQBI2R7PA3S4F35UNMILDX7TU5}

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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

4 papers in Pith

Deep Privacy Funnel Model: From a Discriminative to a Generative Approach with an Application to Face Recognition

Robust Statistical Estimators with Bounded Empirical Sensitivity

Shuffling-Aware Optimization for Private Vector Mean Estimation

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Receipt and verification

First computed	2026-05-17T23:44:29.808097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44028d47ef06e5c2efb46b10b1dff3a763c7b5248ce1b0c3da03e931eaf70475

Aliases

arxiv: 1812.00984 · arxiv_version: 1812.00984v2 · doi: 10.48550/arxiv.1812.00984 · pith_short_12: IQBI2R7PA3S4 · pith_short_16: IQBI2R7PA3S4F35U · pith_short_8: IQBI2R7P

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/IQBI2R7PA3S4F35UNMILDX7TU5 \
  | 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: 44028d47ef06e5c2efb46b10b1dff3a763c7b5248ce1b0c3da03e931eaf70475

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "838aee80a224dd3abe2ba5dbb6d7d3e5f1bdeb2aa541c0c7096de546455f6bfa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-12-03T18:59:16Z",
    "title_canon_sha256": "3e8f99a528f64b70e7667c0f657016cf36ba7a4a1d41b65108be9c5d9d5ae7ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00984",
    "kind": "arxiv",
    "version": 2
  }
}