Kamran Iqbal

Bandwidth-Efficient Multi-Agent Communication through Information Bottleneck and Vector Quantization

Multi-agent reinforcement learning systems deployed in real-world robotics applications face severe communication constraints that significantly impact coordination effectiveness. We present a framework that combines information bottleneck theory with vector quantization to enable selective, bandwid…