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cs.AR2026
A 185 TOPS/W/mm2 Bayesian Inference Engine with 640 aJ Write-Free FeFET GRNG for Uncertainty-Aware Aerial Search and Rescue
Zephan M. Enciso, Xuezhong Niu, Xingtian Wang +9
Aerial search and rescue missions require fast and reliable victim detection under uncertain and rapidly changing environments. Deterministic deep learning models can produce overc…
cs.AR2026
Trilinear Compute-in-Memory Architecture for Energy-Efficient Transformer Acceleration
Md Zesun Ahmed Mia, Jiahui Duan, Kai Ni +1
Self-attention in Transformers generates dynamic operands that force conventional Compute-in-Memory (CIM) accelerators into costly non-volatile memory (NVM) reprogramming cycles, d…
cs.LG2026
A Unified Memory Perspective for Probabilistic Trustworthy AI
Xueji Zhao, Likai Pei, Jianbo Liu +2
Trustworthy artificial intelligence increasingly relies on probabilistic computation to achieve robustness, interpretability, security and privacy. In practical systems, such workl…