Pith Number

pith:QYQ27XOR

pith:2024:QYQ27XORWVHDFO4EOXRVUGDQTS

not attested not anchored not stored refs pending

Certified Machine Unlearning via Noisy Stochastic Gradient Descent

Eli Chien, Haoyu Wang, Pan Li, Ziang Chen

arxiv:2403.17105 v3 · 2024-03-25 · cs.LG · 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{QYQ27XORWVHDFO4EOXRVUGDQTS}

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

Rectifying Privacy and Efficacy Measurements in Machine Unlearning: A New Inference Attack Perspective

Receipt and verification

First computed	2026-07-05T10:08:15.173189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8621afddd1b54e32bb8475e35a18709cb1c68e3aa7a1412ba5dabd3bb359c99f

Aliases

arxiv: 2403.17105 · arxiv_version: 2403.17105v3 · doi: 10.48550/arxiv.2403.17105 · pith_short_12: QYQ27XORWVHD · pith_short_16: QYQ27XORWVHDFO4E · pith_short_8: QYQ27XOR

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/QYQ27XORWVHDFO4EOXRVUGDQTS \
  | 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: 8621afddd1b54e32bb8475e35a18709cb1c68e3aa7a1412ba5dabd3bb359c99f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9d7d25d746d1c149020e6577d288e35ee72dba698b92ef0864248fe43ad3ebf",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-25T18:43:58Z",
    "title_canon_sha256": "36e64070c959f1434d1a5a96475ef7e9296c88dbc5e18bddb609da55b9d2b493"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.17105",
    "kind": "arxiv",
    "version": 3
  }
}