Pith Number

pith:PQP3GPJM

pith:2020:PQP3GPJMLOX5APYJ3E2KWWKWG6

not attested not anchored not stored refs pending

FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping

Jia Liu, Minghong Fang, Neil Zhenqiang Gong, Xiaoyu Cao

arxiv:2012.13995 v3 · 2020-12-27 · cs.CR · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQP3GPJMLOX5APYJ3E2KWWKWG6}

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

15 papers in Pith

SCRUB-FL: Sanitizing and Cleansing Representations via Unlearning of Backdoors

FoggyTrust: Robust Federated Learning with Hierarchical Trust Networks

Secure-CHG: A Comprehensive Framework for Robust and Fair Federated Learning via Hybrid Defense and Contribution-Aware Trust

When AI Meets Wall Street: A Survey on Trustworthy AI in Fintech

DeTrigger: A Gradient-Centric Approach to Backdoor Attack Mitigation in Federated Learning

Receipt and verification

First computed	2026-07-05T04:13:21.550607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c1fb33d2c5bafd03f09d934ab5956379808817046dfbd21c488968f1a65db4b

Aliases

arxiv: 2012.13995 · arxiv_version: 2012.13995v3 · doi: 10.48550/arxiv.2012.13995 · pith_short_12: PQP3GPJMLOX5 · pith_short_16: PQP3GPJMLOX5APYJ · pith_short_8: PQP3GPJM

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/PQP3GPJMLOX5APYJ3E2KWWKWG6 \
  | 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: 7c1fb33d2c5bafd03f09d934ab5956379808817046dfbd21c488968f1a65db4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e773a65ff7b870970cd434c35aa977bb5c0e5962a0b62600bf071de8df81691",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-12-27T18:43:39Z",
    "title_canon_sha256": "584389355ffc6b1b41e7caf4c24e1c6fcdc209c9557731987f00de701d11be21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.13995",
    "kind": "arxiv",
    "version": 3
  }
}