Pith Number

pith:E4P5UM6G

pith:2024:E4P5UM6G3VIU3BKVT4Q67RANPW

not attested not anchored not stored refs pending

LanFL: Differentially Private Federated Learning with Large Language Models using Synthetic Samples

Diego Klabjan, Huiyu Wu

arxiv:2410.19114 v1 · 2024-10-24 · 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{E4P5UM6G3VIU3BKVT4Q67RANPW}

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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

2 papers in Pith

Concordia: Self-Improving Synthetic Tables for Federated LLMs

Receipt and verification

First computed	2026-07-05T09:25:51.622162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

271fda33c6dd514d85559f21efc40d7dbe31a5774c7086c3a756bff429069478

Aliases

arxiv: 2410.19114 · arxiv_version: 2410.19114v1 · doi: 10.48550/arxiv.2410.19114 · pith_short_12: E4P5UM6G3VIU · pith_short_16: E4P5UM6G3VIU3BKV · pith_short_8: E4P5UM6G

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/E4P5UM6G3VIU3BKVT4Q67RANPW \
  | 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: 271fda33c6dd514d85559f21efc40d7dbe31a5774c7086c3a756bff429069478

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bb14ac6ec6b95b7d189858cb64606ef5bf6d6f09b56ea50ce480704b2c72684",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-24T19:28:33Z",
    "title_canon_sha256": "22da981d31afe912df12e04ec9d0e256555b9bad91b40f40d3cd7fee0efe9a30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19114",
    "kind": "arxiv",
    "version": 1
  }
}