2.5k citations · 6.2k across the 36 of their papers we have counts for
3 papers · 1 filter
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…
The Dual Information Bottleneck
Zoe Piran, Ravid Shwartz-Ziv, Naftali Tishby
The Information Bottleneck (IB) framework is a general characterization of optimal representations obtained using a principled approach for balancing accuracy and complexity. Here…
Control Capacity of Partially Observable Dynamic Systems in Continuous Time
Stas Tiomkin, Daniel Polani, Naftali Tishby
Stochastic dynamic control systems relate in a prob- abilistic fashion the space of control signals to the space of corresponding future states. Consequently, stochastic dynamic sy…