Pith Number

pith:HUQINWJ4

pith:2023:HUQINWJ4CJ4QBRRKROF4WCZYHO

not attested not anchored not stored refs pending

On the accuracy and efficiency of group-wise clipping in differentially private optimization

George Karypis, Ruixuan Liu, Sheng Zha, Yu-Xiang Wang, Zhiqi Bu

arxiv:2310.19215 v1 · 2023-10-30 · cs.LG · cs.CC · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HUQINWJ4CJ4QBRRKROF4WCZYHO}

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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

FlashDP: Private Training Large Language Models with Efficient DP-SGD

Receipt and verification

First computed	2026-07-05T07:06:47.764524Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d2086d93c127900c62a8b8bcb0b383b8a15bbd4b315323f49863accd2d83526

Aliases

arxiv: 2310.19215 · arxiv_version: 2310.19215v1 · doi: 10.48550/arxiv.2310.19215 · pith_short_12: HUQINWJ4CJ4Q · pith_short_16: HUQINWJ4CJ4QBRRK · pith_short_8: HUQINWJ4

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/HUQINWJ4CJ4QBRRKROF4WCZYHO \
  | 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: 3d2086d93c127900c62a8b8bcb0b383b8a15bbd4b315323f49863accd2d83526

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d5334ada1fe760643fe1469156fd84e78d5d8f0f9058e72d4914985ce82ecb8",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-30T01:01:15Z",
    "title_canon_sha256": "443a9a1694ff21b2411d6b913d900bd889374d688a82bb9e62fc715559cb6a87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.19215",
    "kind": "arxiv",
    "version": 1
  }
}