Pith. sign in
Pith Number

pith:6IXZZGRZ

pith:2022:6IXZZGRZEODXYEKQMJUZJ52MDU
not attested not anchored not stored refs pending

FADE: Enabling Federated Adversarial Training on Heterogeneous Resource-Constrained Edge Devices

Amin Hassanzadeh, Aolin Ding, Hai Li, Jianyi Zhang, Louis DiValentin, Mingyuan Ma, Minxue Tang, Yiran Chen

arxiv:2209.03839 v2 · 2022-09-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6IXZZGRZEODXYEKQMJUZJ52MDU}

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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.
Receipt and verification
First computed 2026-07-05T06:04:34.601797Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f22f9c9a3923877c1150626994f74c1d1181193b45e9d570e95e335983008492

Aliases

arxiv: 2209.03839 · arxiv_version: 2209.03839v2 · doi: 10.48550/arxiv.2209.03839 · pith_short_12: 6IXZZGRZEODX · pith_short_16: 6IXZZGRZEODXYEKQ · pith_short_8: 6IXZZGRZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6IXZZGRZEODXYEKQMJUZJ52MDU \
  | 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: f22f9c9a3923877c1150626994f74c1d1181193b45e9d570e95e335983008492
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ec9f635823e523ffb7fbf0ed2c693dd8cbd772dcd16bff08750cb68f8c3a17c6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-08T14:22:49Z",
    "title_canon_sha256": "db6f5618e8cb5533a132d21f60d4993b74bb3746f79b49f620a61d1e91226767"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.03839",
    "kind": "arxiv",
    "version": 2
  }
}