Pith Number

pith:MI47VKV6

pith:2020:MI47VKV6IHWLGIUX34EAQRY7JZ

not attested not anchored not stored refs pending

Think Locally, Act Globally: Federated Learning with Local and Global Representations

David Brent, Liu Ziyin, Louis-Philippe Morency, Nicholas B. Allen, Paul Pu Liang, Randy P. Auerbach, Ruslan Salakhutdinov, Terrance Liu

arxiv:2001.01523 v3 · 2020-01-06 · cs.LG · cs.DC · 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{MI47VKV6IHWLGIUX34EAQRY7JZ}

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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

8 papers in Pith

From Data Heterogeneity to Convergence: A Data-Centric Review of Federated Learning

Tuning-Free Efficient Estimation for Multi-Source Data via Covariance-Aware Shrinkage

FIRMA: FIbonacci Ring Model Aggregation for Privacy-preserving Federated Learning

Enhancing Visual Representation with Textual Semantics: Textual Semantics-Powered Prototypes for Heterogeneous Federated Learning

FedCoE: Bridging Generalization and Personalization via Federated Coordinated Dual-level MoEs

Receipt and verification

First computed	2026-07-05T01:18:17.256400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6239faaabe41ecb32297df0808471f4e5214bb333458ac9b9a4fc5464477ba0f

Aliases

arxiv: 2001.01523 · arxiv_version: 2001.01523v3 · doi: 10.48550/arxiv.2001.01523 · pith_short_12: MI47VKV6IHWL · pith_short_16: MI47VKV6IHWLGIUX · pith_short_8: MI47VKV6

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/MI47VKV6IHWLGIUX34EAQRY7JZ \
  | 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: 6239faaabe41ecb32297df0808471f4e5214bb333458ac9b9a4fc5464477ba0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b18448c49fd98ce893ed55470a4aa948a6d12cfcc06b8291a6bdc388bf294750",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-06T12:40:21Z",
    "title_canon_sha256": "e3355f293a5e993916cec27a218e6983868ebea7d267766f688c272e734763d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.01523",
    "kind": "arxiv",
    "version": 3
  }
}