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q-bio.NC2026
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…
cs.SE2026
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…