Pith Number

pith:XLBOVAPR

pith:2025:XLBOVAPR7SL5VHD4Y5NIZC5UHF

not attested not anchored not stored refs pending

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

Anderson Schneider, Jan Schuchardt, Jed Guzelkabaagac, Mina Dalirrooyfard, Stephan G\"unnemann, Yuriy Nevmyvaka

arxiv:2502.02410 v3 · 2025-02-04 · cs.LG · cs.CR · 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{XLBOVAPR7SL5VHD4Y5NIZC5UHF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy

Receipt and verification

First computed	2026-07-05T11:48:00.414468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bac2ea81f1fc97da9c7cc75a8c8bb439711e268d0786640e4946a11a6a027a1b

Aliases

arxiv: 2502.02410 · arxiv_version: 2502.02410v3 · doi: 10.48550/arxiv.2502.02410 · pith_short_12: XLBOVAPR7SL5 · pith_short_16: XLBOVAPR7SL5VHD4 · pith_short_8: XLBOVAPR

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/XLBOVAPR7SL5VHD4Y5NIZC5UHF \
  | 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: bac2ea81f1fc97da9c7cc75a8c8bb439711e268d0786640e4946a11a6a027a1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ac3d5c112e84a461baf7695e6b23ddb80a1eae6b0927edf32fbdca9e1bcf259",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T15:29:00Z",
    "title_canon_sha256": "c2502c3b737448f9cfccc0d22502ece554666a1d6ad737b841cab473740fceda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02410",
    "kind": "arxiv",
    "version": 3
  }
}