Pith Number

pith:5EWHP2DI

pith:2019:5EWHP2DI3MQ673UTH6FAWYKSUA

not attested not anchored not stored refs pending

Decentralized Deep Learning with Arbitrary Communication Compression

Anastasia Koloskova, Martin Jaggi, Sebastian U. Stich, Tao Lin

arxiv:1907.09356 v3 · 2019-07-22 · cs.LG · cs.DC · cs.DS · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{5EWHP2DI3MQ673UTH6FAWYKSUA}

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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

2 papers in Pith

Decentralized Stochastic Subgradient-type Methods with Communication Compression for Nonsmooth Nonconvex Optimization

Quantized Stochastic Primal-Dual Methods for Distributed Optimization under Relaxed Global Geometry

Receipt and verification

First computed	2026-07-05T01:50:57.028744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e92c77e868db21efee933f8a0b6152a0394dad0f08fb81a2d7f878bdc2b9e2e2

Aliases

arxiv: 1907.09356 · arxiv_version: 1907.09356v3 · doi: 10.48550/arxiv.1907.09356 · pith_short_12: 5EWHP2DI3MQ6 · pith_short_16: 5EWHP2DI3MQ673UT · pith_short_8: 5EWHP2DI

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/5EWHP2DI3MQ673UTH6FAWYKSUA \
  | 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: e92c77e868db21efee933f8a0b6152a0394dad0f08fb81a2d7f878bdc2b9e2e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "434a946d50fa0e7c829e341240ccafed7beb8ea084db90dc6611922476d0991f",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.DS",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-22T14:53:02Z",
    "title_canon_sha256": "c7fa254731ea332d4967287af026e66c34a876c3c07ce65ac0c4ecffc0202bba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.09356",
    "kind": "arxiv",
    "version": 3
  }
}