Pith Number

pith:FXYMGOAJ

pith:2021:FXYMGOAJHBUIHUPEIL7LQSBJFT

not attested not anchored not stored refs pending

Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data

Gautam Kamath, Huanyu Zhang, Xingtu Liu

arxiv:2106.01336 v6 · 2021-06-02 · cs.LG · cs.CR · cs.DS · 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{FXYMGOAJHBUIHUPEIL7LQSBJFT}

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

Beyond Ordinary Lipschitz Constraints: Differentially Private Stochastic Optimization with Tsybakov Noise Condition

Receipt and verification

First computed	2026-07-05T05:12:08.289870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2df0c33809386883d1e442feb848292cced76108413c943f0228dbaaeac60a78

Aliases

arxiv: 2106.01336 · arxiv_version: 2106.01336v6 · doi: 10.48550/arxiv.2106.01336 · pith_short_12: FXYMGOAJHBUI · pith_short_16: FXYMGOAJHBUIHUPE · pith_short_8: FXYMGOAJ

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/FXYMGOAJHBUIHUPEIL7LQSBJFT \
  | 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: 2df0c33809386883d1e442feb848292cced76108413c943f0228dbaaeac60a78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a74110b0fa95b6b7e89e018e5e2a8ce8bba54669146d6a13a425f1d6a1ec0c63",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DS",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T17:45:47Z",
    "title_canon_sha256": "10a1c6b0b85b89a0f21e7b8371a40069184aa5303b1d0e9e8bad6037963bd92d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01336",
    "kind": "arxiv",
    "version": 6
  }
}