Pith Number

pith:2LRVJEY3

pith:2023:2LRVJEY3SDWTSGKA5EY5LL7DPU

not attested not anchored not stored refs pending

FedBot: Enhancing Privacy in Chatbots with Federated Learning

Addi Ait-Mlouk, Andreas Hellander, Sadi Alawadi, Salman Toor

arxiv:2304.03228 v1 · 2023-04-04 · cs.CL · cs.AI · cs.CR · 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{2LRVJEY3SDWTSGKA5EY5LL7DPU}

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

GuidaPA: Privacy-Preserving Chatbot for Public Administration via Federated Learning

Receipt and verification

First computed	2026-07-05T05:58:47.073549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2e354931b90ed391940e931d5afe37d14ae28b9eeb8f238dadf9449986dd5ce

Aliases

arxiv: 2304.03228 · arxiv_version: 2304.03228v1 · doi: 10.48550/arxiv.2304.03228 · pith_short_12: 2LRVJEY3SDWT · pith_short_16: 2LRVJEY3SDWTSGKA · pith_short_8: 2LRVJEY3

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/2LRVJEY3SDWTSGKA5EY5LL7DPU \
  | 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: d2e354931b90ed391940e931d5afe37d14ae28b9eeb8f238dadf9449986dd5ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf15057ca456de9c34994a32e6f706d6209c9e10b8ee613b0ecc7e9aebae9029",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-04T23:13:52Z",
    "title_canon_sha256": "31fa8fb420537ced67db2119a32b4a76bcc7a77739d64affc3a09db13f6a2e0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03228",
    "kind": "arxiv",
    "version": 1
  }
}