Pith Number

pith:PNQAQSO6

pith:2024:PNQAQSO6DFI7APL65PHTYSJEXN

not attested not anchored not stored refs pending

De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

Anupam Datta, Archana Ahlawat, John C Mitchell, Piotr Mardziel, Sanjari Srivastava, Zhikhun Zhang

arxiv:2402.04489 v1 · 2024-02-07 · cs.LG · cs.CR · cs.CY · stat.ME

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\usepackage{pith}
\pithnumber{PNQAQSO6DFI7APL65PHTYSJEXN}

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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

How Does Differential Privacy Affect Social Bias in LLMs? A Systematic Evaluation

Receipt and verification

First computed	2026-07-05T07:42:27.494275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b600849de1951f03d7eebcf3c4924bb53692f79c66fcd944c9ffb9c922fbd34

Aliases

arxiv: 2402.04489 · arxiv_version: 2402.04489v1 · doi: 10.48550/arxiv.2402.04489 · pith_short_12: PNQAQSO6DFI7 · pith_short_16: PNQAQSO6DFI7APL6 · pith_short_8: PNQAQSO6

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/PNQAQSO6DFI7APL65PHTYSJEXN \
  | 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: 7b600849de1951f03d7eebcf3c4924bb53692f79c66fcd944c9ffb9c922fbd34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a6aa2331f9a20e1e8686b7d0ce7dc243bfd31611c478fa6b30a7978f1ae24a9",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CY",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T00:30:58Z",
    "title_canon_sha256": "a6ba47da0ee74c1a2f6ff0f11314600cb69de2b661b78c49fec7b292899c76bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04489",
    "kind": "arxiv",
    "version": 1
  }
}