4 papers
Embedded Arena: Iterative Optimization via Hardware Feedback
Zhihan Zhang, Alexander Le Metzger, Jiuyang Lyu +10
Embedded devices from wildlife monitoring stations to clinical wearables require local AI inference due to latency, communication, or privacy constraints. Optimizing models for het…
Why mask diffusion does not work
Haocheng Sun, Cynthia Xin Wen, Edward Hong Wang
The main advantages of diffusion language models over autoregressive (AR) models lie in their ability to support parallel generation and bidirectional attention, enabling a more co…
When neural implant meets multimodal LLM: A dual-loop system for neuromodulation and naturalistic neuralbehavioral research
Edward Hong Wang, Cynthia Xin Wen
We propose a novel dual-loop system that synergistically combines responsive neurostimulation (RNS) implants with artificial intelligence-driven wearable devices for treating post-…
Building A Unified AI-centric Language System: analysis, framework and future work
Edward Hong Wang, Cynthia Xin Wen
Recent advancements in large language models have demonstrated that extended inference through techniques can markedly improve performance, yet these gains come with increased comp…