Luca Benini

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Distributed Systems & Hardware (2)Inference & Quantization (2)Training Efficiency & Optimization (1)Architecture Design (Transformers, SSMs, MoE) (1)

Frequent co-authors

Angelo Garofalo (1)Lorenzo Leone (1)Philip Wiese (1)Gamze İslamoğlu (1)

Papers (2)

Jun 1, 2026

ETH2w ago·also Bologna

O-POPE: High-Frequency Pipelined Outer Product based GEMM acceleration with minimal buffering overhead

Achieving 99.97% FPU utilization with O-POPE redefines efficiency in high-frequency GEMM operations, pushing the boundaries of performance and energy consumption in ML hardware.

Angelo Garofalo, Luca Benini

Distributed Systems & Hardware Inference & Quantization Training Efficiency & Optimization

ETH2w ago·also Bologna

CHIMERA: A Flexible and Scalable 3.1 TOPS/W AI-MCU with Transformer Accelerator and 563 Gb/s Shared-L2 Memory Subsystem with QoS Guarantees

Achieving 3.1 TOPS/W energy efficiency, Chimera sets a new benchmark for ultra-low-power AI inference at the edge.

Lorenzo Leone, Philip Wiese, Gamze İslamoğlu +4

Architecture Design (Transformers, SSMs, MoE)Distributed Systems & Hardware Inference & Quantization

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Luca Benini

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)