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B1-1 Full-spiking Bio-inspired Target Detection Vision Algorithm based on Gating Attention Prediction for DVS and SPAD Sensors

bio-spired:两类细胞,分别处理静态信息(对应SPAD)和动态信息(对应DVS)
spiking sensors(SPAD/DVS):输出稀疏的spike信号
用SNN减少参数个数,其中MAC变成AAC(and, accumulate)
根据attention结果产生gating信号来提取事件

B1-2 The Quest for Reliable AI Accelerators: Cross-Layer Evaluation and Design Optimization

随技术节点演进,design margin越来越小,器件更容易fail
挑战一,错误从器件层面开始,经过多个层级的传播(器件→电路时序→bit error→应用级效果)
挑战二,可靠性与效率之间的tradeoff
把aging加入考量
event-based:仅在信号变化时触发分析,避免过于悲观的时序估计
矩阵乘法中A和B各加一行/一列,分别是一列/一行的和,从而实现矩阵乘法的错误检测
model对哪种错误更敏感?是少量的严重错误,还是大量的轻微错误?

A1-3 Si Hybrid Tunnel FET-CMOS Foundry Platform for Ultra-low-Power Circuit Applications

TFET可以实现极小的亚阈值摆幅,从而减少漏电流,节省功耗。同时,TFET可以与传统CMOS工艺兼容

D6-1 DRAM-Centric Near-Data Processing: A Survey of Architectures, Technologies, and Trends

 
 
 
publicity:邀请函(包括发送)、海报、推送(call for papers,大致议程,最晚前两天正式议程,总结)
publication:收集摘要、简历、照片、poster、简单筛选
organization:对接场地、茶歇、餐食、抽奖
FET^2全栈芯片设计
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