Pith Number

pith:DF7HX7DR

pith:2020:DF7HX7DRD2LXG2EQ2NKCMXM4X6

not attested not anchored not stored refs pending

Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective

Ang Li, Binghui Wang, Hai Li, Huanrui Yang, Jingwei Sun, Yiran Chen

arxiv:2012.06043 v1 · 2020-12-08 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DF7HX7DRD2LXG2EQ2NKCMXM4X6}

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

A New Federated Learning Framework Against Gradient Inversion Attacks

Receipt and verification

First computed	2026-07-05T01:58:46.934593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

197e7bfc711e97736890d354265d9cbf80afbe2658830a02fe5922f9bf67d1b3

Aliases

arxiv: 2012.06043 · arxiv_version: 2012.06043v1 · doi: 10.48550/arxiv.2012.06043 · pith_short_12: DF7HX7DRD2LX · pith_short_16: DF7HX7DRD2LXG2EQ · pith_short_8: DF7HX7DR

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/DF7HX7DRD2LXG2EQ2NKCMXM4X6 \
  | 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: 197e7bfc711e97736890d354265d9cbf80afbe2658830a02fe5922f9bf67d1b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f08830d4d31956d3565226dcc910523ed069ac0e598657ccf88955c5fe3174c5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-08T20:42:12Z",
    "title_canon_sha256": "5000c7553e8051ffe8a94974853d0943c3e8b8178be0a45a0221b93f6de6c094"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.06043",
    "kind": "arxiv",
    "version": 1
  }
}