5 papers
Joint sparse coding and temporal dynamics support context reconfiguration
Qianqian Shi, Yue Che, Faqiang Liu +6
Adaptive behavior requires the brain to transition between distinct contexts while maintaining representations of prior experience. The ability to reconfigure neural representation…
Loosely-Structured Software: Engineering Context, Structure, and Evolution Entropy in Runtime-Rewired Multi-Agent Systems
Weihao Zhang, Yitong Zhou, Huanyu Qu +1
As LLM-based multi-agent systems (MAS) become more autonomous, their free-form interactions increasingly dominate system behavior. However, scaling the number of agents often ampli…
CompAir: Synergizing Complementary PIMs and In-Transit NoC Computation for Efficient LLM Acceleration
Hongyi Li, Songchen Ma, Huanyu Qu +5
The rapid advancement of Large Language Models (LLMs) has revolutionized various aspects of human life, yet their immense computational and energy demands pose significant challeng…
MLDSE: Scaling Design Space Exploration Infrastructure for Multi-Level Hardware
Huanyu Qu, Weihao Zhang, Junfeng Lin +4
To efficiently support large-scale NNs, multi-level hardware, leveraging advanced integration and interconnection technologies, has emerged as a promising solution to counter the s…
General-purpose Dataflow Model with Neuromorphic Primitives
Weihao Zhang, Yu Du, Hongyi Li +2
Neuromorphic computing exhibits great potential to provide high-performance benefits in various applications beyond neural networks. However, a general-purpose program execution mo…