Pith Number

pith:AM4RB2TK

pith:2024:AM4RB2TKAXOCZMYKT4TA5D7WSC

not attested not anchored not stored refs pending

Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning

Arijit Sehanobish, Avinava Dubey, Krzysztof Choromanski, Snigdha Chaturvedi, Somnath Basu Roy Chowdhury

arxiv:2406.16257 v3 · 2024-06-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AM4RB2TKAXOCZMYKT4TA5D7WSC}

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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

3 papers in Pith

Machine Unlearning for the XGBoost Model with Network Intrusion Datasets

Revisiting the Past: Data Unlearning with Model State History

The Measure of Deception: An Analysis of Data Forging in Machine Unlearning

Receipt and verification

First computed	2026-07-05T10:22:47.556633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

033910ea6a05dc2cb30a9f260e8ff69090c2417050a6c4445aaefe82944c38ca

Aliases

arxiv: 2406.16257 · arxiv_version: 2406.16257v3 · doi: 10.48550/arxiv.2406.16257 · pith_short_12: AM4RB2TKAXOC · pith_short_16: AM4RB2TKAXOCZMYK · pith_short_8: AM4RB2TK

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/AM4RB2TKAXOCZMYKT4TA5D7WSC \
  | 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: 033910ea6a05dc2cb30a9f260e8ff69090c2417050a6c4445aaefe82944c38ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20ddc4cd2da996d40baea13149ae2a11e4b09cbcc41bc08b6d3445c8408d63b2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-24T01:45:13Z",
    "title_canon_sha256": "a603fe4ccba862ab16bda38fb346d92fa519eeec3a3c6f7aa55fcd49e5b45988"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16257",
    "kind": "arxiv",
    "version": 3
  }
}