Pith Number

pith:MFCAW5MP

pith:2021:MFCAW5MPKLD6SNR34ZHZCQGTBX

not attested not anchored not stored refs pending

Deep Federated Learning for Autonomous Driving

Anh Nguyen, Binh X. Nguyen, Chien Duong, Erman Tjiputra, Minh Tran, Quang D. Tran, Tuong Do, Tu Phan

arxiv:2110.05754 v2 · 2021-10-12 · cs.LG · cs.DC · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MFCAW5MPKLD6SNR34ZHZCQGTBX}

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

Federated Causal Inference in Healthcare: Methods, Challenges, and Applications

Receipt and verification

First computed	2026-07-05T04:15:28.296212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61440b758f52c7e9363be64f9140d30de46524bbf04cd77e37cddd8610bb53df

Aliases

arxiv: 2110.05754 · arxiv_version: 2110.05754v2 · doi: 10.48550/arxiv.2110.05754 · pith_short_12: MFCAW5MPKLD6 · pith_short_16: MFCAW5MPKLD6SNR3 · pith_short_8: MFCAW5MP

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/MFCAW5MPKLD6SNR34ZHZCQGTBX \
  | 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: 61440b758f52c7e9363be64f9140d30de46524bbf04cd77e37cddd8610bb53df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ba9b3db03f91b69d931af1de3bc196558c23cd8cd173d510c1e0b8d826a5304",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-12T06:04:27Z",
    "title_canon_sha256": "8756fbfa3eabfa4cbbfbeb65d4db724fd82674c5260738933c953113a8f1fb97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05754",
    "kind": "arxiv",
    "version": 2
  }
}