| 2026 | DATE | Towards Bit-Shareable Inference on Microcontrollers. | Charalampos Bezaitis, Yaman Umuroglu, Di Liu, Magnus Sjlander |
| 2024 | ICML | A2Q+: Improving Accumulator-Aware Weight Quantization. | Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig, Yaman Umuroglu |
| 2020 | FCCM | High-Throughput DNN Inference with LogicNets. | Yaman Umuroglu, Yash Akhauri, Nicholas J. Fraser, Michaela Blott |
| 2020 | FPGA | Evaluation of Optimized CNNs on FPGA and non-FPGA based Accelerators using a Novel Benchmarking Approach. | Michaela Blott, Johannes Kath, Lisa Halder, Yaman Umuroglu, Nicholas J. Fraser, Giulio Gambardella, Miriam Leeser, Linda Doyle |
| 2020 | FPL | LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications. | Yaman Umuroglu, Yash Akhauri, Nicholas James Fraser, Michaela Blott |
| 2018 | FPL | BISMO: A Scalable Bit-Serial Matrix Multiplication Overlay for Reconfigurable Computing. | Yaman Umuroglu, Lahiru Rasnayake, Magnus Sjlander |
| 2017 | CASES | Towards efficient quantized neural network inference on mobile devices: work-in-progress. | Yaman Umuroglu, Magnus Jahre |
| 2017 | FPGA | FINN: A Framework for Fast, Scalable Binarized Neural Network Inference. | Yaman Umuroglu, Nicholas J. Fraser, Giulio Gambardella, Michaela Blott, Philip Heng Wai Leong, Magnus Jahre, Kees A. Vissers |
| 2017 | ICCD | Scaling Neural Network Performance through Customized Hardware Architectures on Reconfigurable Logic. | Michaela Blott, Thomas B. Preuer, Nicholas J. Fraser, Giulio Gambardella, Kenneth O'Brien, Yaman Umuroglu, Miriam Leeser |
| 2015 | FPL | Hybrid breadth-first search on a single-chip FPGA-CPU heterogeneous platform. | Yaman Umuroglu, Donn Morrison, Magnus Jahre |
| 2014 | ICCD | An energy efficient column-major backend for FPGA SpMV accelerators. | Yaman Umuroglu, Magnus Jahre |