Pith Number

pith:55TL3NEK

pith:2020:55TL3NEKEYRIDGI3SSJMPONLLE

not attested not anchored not stored refs pending

A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning

Lingjuan Lyu, Xinyi Xu

arxiv:2011.10464 v2 · 2020-11-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{55TL3NEKEYRIDGI3SSJMPONLLE}

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

2 papers in Pith

Response-Conditioned Parallel-to-Sequential Orchestration for Multi-Agent Systems

Dynamic Free-Rider Detection in Federated Learning via Simulated Attack Patterns

Receipt and verification

First computed	2026-07-05T03:00:47.028569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef66bdb48a262281991b9492c7b9ab593b358f526b4ad951a29b446d1a03d792

Aliases

arxiv: 2011.10464 · arxiv_version: 2011.10464v2 · doi: 10.48550/arxiv.2011.10464 · pith_short_12: 55TL3NEKEYRI · pith_short_16: 55TL3NEKEYRIDGI3 · pith_short_8: 55TL3NEK

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/55TL3NEKEYRIDGI3SSJMPONLLE \
  | 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: ef66bdb48a262281991b9492c7b9ab593b358f526b4ad951a29b446d1a03d792

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e61b464595446f1a5e8cd9078257112bc0cccb162c4f77055bfc73b63d773f9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-20T15:52:45Z",
    "title_canon_sha256": "38d461229291056f1ffd3b9a82dade0b4745c9c4de6810b2f09f2c7d07a0c803"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.10464",
    "kind": "arxiv",
    "version": 2
  }
}