Pith Number

pith:KECXRR77

pith:2024:KECXRR77ZDBDHLHSAR6HMNCO7S

not attested not anchored not stored refs pending

Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification

Changchang Sun, Gaowen Liu, Jiancheng Liu, Jinghan Jia, Ren Wang, Sijia Liu, Yan Yan, Yihua Zhang

arxiv:2412.16780 v4 · 2024-12-21 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KECXRR77ZDBDHLHSAR6HMNCO7S}

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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

IPRU: Input-Perturbation-based Radio Frequency Fingerprinting Unlearning for LAWNs

Receipt and verification

First computed	2026-07-05T10:32:35.972144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

510578c7ffc8c233acf2047c76344efca2342f8c44e3a45acb46069289f88b43

Aliases

arxiv: 2412.16780 · arxiv_version: 2412.16780v4 · doi: 10.48550/arxiv.2412.16780 · pith_short_12: KECXRR77ZDBD · pith_short_16: KECXRR77ZDBDHLHS · pith_short_8: KECXRR77

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/KECXRR77ZDBDHLHSAR6HMNCO7S \
  | 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: 510578c7ffc8c233acf2047c76344efca2342f8c44e3a45acb46069289f88b43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f567c16904572ad88d7c5e0e62d6d2d3899b486778635d234b5dddeea738665",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-21T21:27:22Z",
    "title_canon_sha256": "4d2e2fa6699bad691291871157bd62d3ebb703377c2bfca9484ad9e4ef19c58f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16780",
    "kind": "arxiv",
    "version": 4
  }
}