Yik-Chung Wu

Physical-layer edge communication can be optimized directly for downstream LLM reasoning utility rather than raw signal-to-noise ratio, using simulated adversarial exams to score distributed sensor memories.

Dualformer achieves consistent performance improvements in complex-valued signal analysis, outperforming traditional methods by effectively sharing parameters across signal channels.

Forget optimizing for sensing or compute – MA-EQA performance skyrockets when you allocate communication power based on how well agents *remember* what they've seen.