Pith Number

pith:VOTQMLI5

pith:2016:VOTQMLI5EQWSP26JMB6CQH7OZD

not attested not anchored not stored refs pending

Analysis and Implementation of an Asynchronous Optimization Algorithm for the Parameter Server

Arda Aytekin, Hamid Reza Feyzmahdavian, Mikael Johansson

arxiv:1610.05507 v1 · 2016-10-18 · math.OC · cs.DC · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VOTQMLI5EQWSP26JMB6CQH7OZD}

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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

4 papers in Pith

LOSCAR-SGD: Local SGD with Communication-Computation Overlap and Delay-Corrected Sparse Model Averaging

Ringmaster LMO: Asynchronous Linear Minimization Oracle Momentum Method

Rennala MVR: Improved Time Complexity for Parallel Stochastic Optimization via Momentum-Based Variance Reduction

Scalable Distributed Stochastic Optimization via Bidirectional Compression: Beyond Pessimistic Limits

Receipt and verification

First computed	2026-05-18T01:01:59.162888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aba7062d1d242d27ebc9607c281feec8db36c510be86728e529b16aa46f2f340

Aliases

arxiv: 1610.05507 · arxiv_version: 1610.05507v1 · doi: 10.48550/arxiv.1610.05507 · pith_short_12: VOTQMLI5EQWS · pith_short_16: VOTQMLI5EQWSP26J · pith_short_8: VOTQMLI5

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/VOTQMLI5EQWSP26JMB6CQH7OZD \
  | 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: aba7062d1d242d27ebc9607c281feec8db36c510be86728e529b16aa46f2f340

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7973fe865d65222e1ff792a746ef45f90eaf1daec6b7dfa8731fab120220c415",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2016-10-18T09:48:51Z",
    "title_canon_sha256": "18d324650f4c295fadfe088cfa58af8e82572bfe394805ce24b18a78d7f23424"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.05507",
    "kind": "arxiv",
    "version": 1
  }
}