Pith. sign in
Pith Number

pith:7IJUXCPW

pith:2020:7IJUXCPWAJ4WSTDTENG3PZFLM6
not attested not anchored not stored refs pending

Uncertainty Principle for Communication Compression in Distributed and Federated Learning and the Search for an Optimal Compressor

Egor Shulgin, Mher Safaryan, Peter Richt\'arik

arxiv:2002.08958 v3 · 2020-02-20 · cs.LG · cs.DC · cs.IT · math.IT · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7IJUXCPWAJ4WSTDTENG3PZFLM6}

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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.
Receipt and verification
First computed 2026-07-05T02:36:43.386306Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fa134b89f60279694c73234db7e4ab67aba423c41ec54094f0c48fb97fbe09aa

Aliases

arxiv: 2002.08958 · arxiv_version: 2002.08958v3 · doi: 10.48550/arxiv.2002.08958 · pith_short_12: 7IJUXCPWAJ4W · pith_short_16: 7IJUXCPWAJ4WSTDT · pith_short_8: 7IJUXCPW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7IJUXCPWAJ4WSTDTENG3PZFLM6 \
  | 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: fa134b89f60279694c73234db7e4ab67aba423c41ec54094f0c48fb97fbe09aa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4803a169e22d75e3f8606bc120e82dd92a127581e3835712d3504ab80ec92c28",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "math.IT",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-20T17:20:51Z",
    "title_canon_sha256": "992faec914e41953c52520ec7e6e3e981783af850556b3733d87f28ba6b509ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.08958",
    "kind": "arxiv",
    "version": 3
  }
}