| 2026 | ACL | SSSD: Simply-Scalable Speculative Decoding. | Michele Marzollo, Jiawei Zhuang, Niklas Roemer, Niklas Zwingenberger, Lorenz K. Mller, Lukas Cavigelli |
| 2026 | ASPDAC | GENIAL: Generative Design Space Exploration via Network Inversion for Low Power Algorithmic Logic Units. | Maxence Bouvier, Ryan Amaudruz, Felix Arnold, Renzo Andri, Lukas Cavigelli |
| 2026 | SPAA | Brief Announcement: PRESERVE: Prefetching Model Weights and KV-Cache in Distributed LLM Serving. | Ahmet Caner Yzgler, Jiawei Zhuang, Lukas Cavigelli |
| 2025 | SP | Guardain: Protecting Emerging Generative AI Workloads on Heterogeneous NPU. | Aritra Dhar, Clment Thorens, Lara Magdalena Lazier, Lukas Cavigelli |
| 2024 | ICCD | Deep Recommender Models Inference: Automatic Asymmetric Data Flow Optimization. | Giuseppe Ruggeri, Renzo Andri, Daniele Jahier Pagliari, Lukas Cavigelli |
| 2023 | DAC | Flex-SFU: Accelerating DNN Activation Functions by Non-Uniform Piecewise Approximation. | Enrico Reggiani, Renzo Andri, Lukas Cavigelli |
| 2022 | MICRO | Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tiles. | Renzo Andri, Beatrice Bussolino, Antonio Cipolletta, Lukas Cavigelli, Zhe Wang |
| 2021 | DAC | Late Breaking Results: Reinforcement Learning for Scalable Logic Optimization with Graph Neural Networks. | Xavier Timoneda, Lukas Cavigelli |
| 2021 | ISCAS | ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator. | Renzo Andri, Geethan Karunaratne, Lukas Cavigelli, Luca Benini |
| 2021 | ISCAS | Mixed-Precision Quantization and Parallel Implementation of Multispectral Riemannian Classification for Brain-Machine Interfaces. | Xiaying Wang, Tibor Schneider, Michael Hersche, Lukas Cavigelli, Luca Benini |
| 2020 | DATE | InfiniWolf: Energy Efficient Smart Bracelet for Edge Computing with Dual Source Energy Harvesting. | Michele Magno, Xiaying Wang, Manuel Eggimann, Lukas Cavigelli, Luca Benini |
| 2020 | ISLPED | Sound event detection with binary neural networks on tightly power-constrained IoT devices. | Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Elisabetta Farella, Michele Magno, Luca Benini |
| 2020 | SMC | EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces. | Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini |
| 2020 | SmartComp | Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain-Machine Interfaces. | Tibor Schneider, Xiaying Wang, Michael Hersche, Lukas Cavigelli, Luca Benini |
| 2019 | DATE | Laelaps: An Energy-Efficient Seizure Detection Algorithm from Long-term Human iEEG Recordings without False Alarms. | Alessio Burrello, Lukas Cavigelli, Kaspar Schindler, Luca Benini, Abbas Rahimi |
| 2018 | HealthCom | Rat Cortical Layers Classification extracting Evoked Local Field Potential Images with Implanted Multi-Electrode Sensor. | Xiaying Wang, Michele Magno, Lukas Cavigelli, Mufti Mahmud, Claudia Cecchetto, Stefano Vassanelli, Luca Benini |
| 2018 | ISCAS | Hydra: An Accelerator for Real-Time Edge-Aware Permeability Filtering in 65nm CMOS. | Manuel Eggimann, Christelle Gloor, Florian Scheidegger, Lukas Cavigelli, Michael Schaffner, Aljosa Smolic, Luca Benini |
| 2018 | ISCAS | Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? | Manuele Rusci, Lukas Cavigelli, Luca Benini |
| 2017 | IJCNN | CAS-CNN: A deep convolutional neural network for image compression artifact suppression. | Lukas Cavigelli, Pascal Hager, Luca Benini |
| 2015 | DAC | Accelerating real-time embedded scene labeling with convolutional networks. | Lukas Cavigelli, Michele Magno, Luca Benini |