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The compression is performed vector-wise

If workeri queries atyt i, zt i with [yt i]k̸= 0, then one of the following must be true:    there exists some0≤s<t such that [xs i ]k̸= 0, there exists some1≤s<t s

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Safe-EF: Error Feedback for Nonsmooth Constrained Optimization

cs.LG · 2025-05-09 · conditional · novelty 7.0

Safe-EF achieves the optimal O(RM/√(δT)) rate, up to constants, for non-smooth convex distributed optimization with contractive compression and safety constraints, and the matching lower bound is established.

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  • Safe-EF: Error Feedback for Nonsmooth Constrained Optimization cs.LG · 2025-05-09 · conditional · none · ref 1

    Safe-EF achieves the optimal O(RM/√(δT)) rate, up to constants, for non-smooth convex distributed optimization with contractive compression and safety constraints, and the matching lower bound is established.