Pith Number

pith:FYEIGEVM

pith:2024:FYEIGEVMUVBKMUL5ZAC2FLHDJG

not attested not anchored not stored refs pending

Privacy in Metalearning and Multitask Learning: Modeling and Separations

Adam Smith, Jonathan Ullman, Konstantina Bairaktari, Marika Swanberg, Maryam Aliakbarpour

arxiv:2412.12374 v1 · 2024-12-16 · 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{FYEIGEVMUVBKMUL5ZAC2FLHDJG}

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

Lower Bounds for Public-Private Learning under Distribution Shift

Receipt and verification

First computed	2026-07-05T09:50:37.838332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e088312aca542a6517dc805a2ace3498375bad442d1b410d904df67d4c30c69

Aliases

arxiv: 2412.12374 · arxiv_version: 2412.12374v1 · doi: 10.48550/arxiv.2412.12374 · pith_short_12: FYEIGEVMUVBK · pith_short_16: FYEIGEVMUVBKMUL5 · pith_short_8: FYEIGEVM

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/FYEIGEVMUVBKMUL5ZAC2FLHDJG \
  | 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: 2e088312aca542a6517dc805a2ace3498375bad442d1b410d904df67d4c30c69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "176ce9ace7ed1e32653054a5f7c419b7b103cc1fd2fc66e513be8f99fe9af8f1",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T22:07:33Z",
    "title_canon_sha256": "ce33f4b73d052dd077c59e2c8bd4c216441a83fddca209113b5f69d6876391f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12374",
    "kind": "arxiv",
    "version": 1
  }
}