DISCA achieves 3.59 TOPS/W per bit energy efficiency for matrix multiplication at 500 MHz in 180 nm CMOS using a compressed Bent-Pyramid stochastic format.
Compute-in-eDRAM with Backend Integrated Indium Gallium Zinc Oxide Transistors
6 Pith papers cite this work. Polarity classification is still indexing.
representative citing papers
NEM-GNN proposes a scalable DAC/ADC-less PIM architecture for GNNs with early termination and CAR execution, claiming 80-230x performance and 850-1134x energy gains over prior accelerators.
PLENA introduces a co-designed system with three optimization pathways for long-context agentic LLM inference, claiming up to 2.23x throughput over A100 and 4.04x energy efficiency.
The paper adapts prior reflection frameworks into an eight-indicator scheme for software engineering and validates fine-tuned encoder-only transformers that classify student reflections with human-level agreement on most indicators.
Overview chapter surveying volatile and non-volatile memories including SRAM, DRAM, RRAM, MRAM, FeFET and cryogenic JJFET devices, with focus on principles, tradeoffs, and challenges.