Pith Number

pith:KM5PX5GO

pith:2019:KM5PX5GOPHF4HCLAK3PBVWAT43

not attested not anchored not stored refs pending

Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer

Amir Houmansadr, Hongyan Chang, Reza Shokri, Virat Shejwalkar

arxiv:1912.11279 v1 · 2019-12-24 · stat.ML · cs.CR · 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{KM5PX5GOPHF4HCLAK3PBVWAT43}

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

6 papers in Pith

TallyTrain: Communication-Efficient Federated Distillation

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

Optimized Federated Knowledge Distillation with Distributed Neural Architecture Search

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

Function-Space ADMM for Decentralized Federated Learning: A Control Theoretic Perspective

Receipt and verification

First computed	2026-07-05T00:28:18.741454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

533afbf4ce79cbc3896056de1ad813e6c9d0f6b34d87ccf6cabb1a9931620cd7

Aliases

arxiv: 1912.11279 · arxiv_version: 1912.11279v1 · doi: 10.48550/arxiv.1912.11279 · pith_short_12: KM5PX5GOPHF4 · pith_short_16: KM5PX5GOPHF4HCLA · pith_short_8: KM5PX5GO

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/KM5PX5GOPHF4HCLAK3PBVWAT43 \
  | 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: 533afbf4ce79cbc3896056de1ad813e6c9d0f6b34d87ccf6cabb1a9931620cd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63c8dbc054c02c52b9498ce417e319f7d067a9a323337aef44aa1b72abb32873",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-24T10:20:38Z",
    "title_canon_sha256": "cda8604f85108924c0a2fb3d87e3725b0c82663d32a9ce25d8ea2b8812e11950"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.11279",
    "kind": "arxiv",
    "version": 1
  }
}