Pith Number

pith:TLVJYALN

pith:2021:TLVJYALNMY6HV2C2OYVMAEJZF7

not attested not anchored not stored refs pending

On the Practicality of Differential Privacy in Federated Learning by Tuning Iteration Times

Chao Li, Di Wu, Shui Yu, Yao Fu, Yipeng Zhou, Yonggang Wen

arxiv:2101.04163 v1 · 2021-01-11 · cs.CR · cs.AI · cs.DC · 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{TLVJYALNMY6HV2C2OYVMAEJZF7}

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

Free Privacy Protection for Wireless Federated Learning: Enjoy It or Suffer from It?

Receipt and verification

First computed	2026-07-05T02:06:22.408584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9aea9c016d663c7ae85a762ac011392ffa41c7c34b2f1066ea6c4e2db22e24c9

Aliases

arxiv: 2101.04163 · arxiv_version: 2101.04163v1 · doi: 10.48550/arxiv.2101.04163 · pith_short_12: TLVJYALNMY6H · pith_short_16: TLVJYALNMY6HV2C2 · pith_short_8: TLVJYALN

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/TLVJYALNMY6HV2C2OYVMAEJZF7 \
  | 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: 9aea9c016d663c7ae85a762ac011392ffa41c7c34b2f1066ea6c4e2db22e24c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccd3477d9944a0b0fc6b936999e83c5eb971ba3058e992c8fa80b3de65389aaf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-01-11T19:43:12Z",
    "title_canon_sha256": "8e70bb7d4fc90e829212b411fe2118f20a710b316dae5e3cf8401550223dece5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.04163",
    "kind": "arxiv",
    "version": 1
  }
}