Pith Number

pith:ONE7D7IH

pith:2024:ONE7D7IHLC3VELMG5JIVWUNFS4

not attested not anchored not stored refs pending

How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning?

Fan Wu, Lixing Chen, Shichao Kan, Wenjun Ding, Ying An, Zhe Qu

arxiv:2412.08282 v2 · 2024-12-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ONE7D7IHLC3VELMG5JIVWUNFS4}

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.

Receipt and verification

First computed	2026-07-05T09:51:39.607289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7349f1fd0758b7522d86ea515b51a59718bd3099d721e09c25c2ea4162d3d383

Aliases

arxiv: 2412.08282 · arxiv_version: 2412.08282v2 · doi: 10.48550/arxiv.2412.08282 · pith_short_12: ONE7D7IHLC3V · pith_short_16: ONE7D7IHLC3VELMG · pith_short_8: ONE7D7IH

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/ONE7D7IHLC3VELMG5JIVWUNFS4 \
  | 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: 7349f1fd0758b7522d86ea515b51a59718bd3099d721e09c25c2ea4162d3d383

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8409cc2793d0ca819360703ff78f4506dac06325836be78df81e90d99fb589b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T10:57:16Z",
    "title_canon_sha256": "4402d3e596d849af7921f18756fb3d07f075a2b76564fae11afb7bcd21c1266d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08282",
    "kind": "arxiv",
    "version": 2
  }
}