4 citations · 5 across the 3 of their papers we have counts for
3 papers
cs.IT2023★ 1 cited
The Information Bottleneck's Ordinary Differential Equation: First-Order Root-Tracking for the IB
Shlomi Agmon
The Information Bottleneck (IB) is a method of lossy compression of relevant information. Its rate-distortion (RD) curve describes the fundamental tradeoff between input compressio…
cs.IT2022
Root Tracking for Rate-Distortion: Approximating a Solution Curve with Higher Implicit Multivariate Derivatives
Shlomi Agmon
The rate-distortion curve captures the fundamental tradeoff between compression length and resolution in lossy data compression. However, it conceals the underlying dynamics of opt…
cs.IT2021★ 4 cited
Critical Slowing Down Near Topological Transitions in Rate-Distortion Problems
Shlomi Agmon, Etam Benger, Or Ordentlich +1
In rate-distortion (RD) problems one seeks reduced representations of a source that meet a target distortion constraint. Such optimal representations undergo topological transition…