Yawei Li

@article{guo2025optimal,
  title = {Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs},
  author = {Guo, Hang and Li, Yawei and Benini, Luca},
  journal = {arXiv preprint arXiv:2509.11177},
  year = {2025},
  doi = {10.48550/arXiv.2509.11177}
}

@article{xu2025msp,
  title = {Towards Extreme Pruning of LLMs with Plug-and-Play Mixed Sparsity},
  author = {Xu, Chi and Zhang, Gefei and Zhu, Yantong and Benini, Luca and Hu, Guosheng and Li, Yawei and Zhang, Zhihong},
  journal = {arXiv preprint arXiv:2503.11164},
  year = {2025},
  doi = {10.48550/arXiv.2503.11164}
}

@article{dimofte2025cerebro,
  title = {CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention},
  author = {Dimofte, Alexandru and Bucagu, Glenn Anta and Ingolfsson, Thorir Mar and Wang, Xiaying and Cossettini, Andrea and Benini, Luca and Li, Yawei},
  journal = {arXiv preprint arXiv:2501.10885},
  year = {2025},
  doi = {10.48550/arXiv.2501.10885}
}

@inproceedings{chen2025physiowave,
  title = {PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation},
  author = {Chen, Yanlong and Orlandi, Mattia and Rapa, Pierangelo Maria and Benatti, Simone and Benini, Luca and Li, Yawei},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  doi = {10.48550/arXiv.2506.10351}
}

@inproceedings{doner2025luna,
  title = {LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis},
  author = {D{\"o}ner, Berkay and Ingolfsson, Thorir Mar and Benini, Luca and Li, Yawei},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=TWaw5qtKQf}
}

@inproceedings{zhou2025camsam2,
  title = {CamSAM2: Segment Anything Accurately in Camouflaged Videos},
  author = {Zhou, Yuli and Sun, Guolei and Li, Yawei and Fu, Yuqian and Benini, Luca and Konukoglu, Ender},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  doi = {10.48550/arXiv.2503.19730}
}

@inproceedings{hang2025fastvar,
  title = {{FastVAR}: Linear Visual Autoregressive Modeling via Cached Token Pruning},
  author = {Guo, Hang and Li, Yawei and Zhang, Taolin and Wang, Jiangshan and Dai, Tao and Xia, Shu-Tao and Benini, Luca},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
  doi = {10.48550/arXiv.2503.23367},
  year = {2025}
}

@inproceedings{chen2025waveformer,
  title = {{WaveFormer}: A Lightweight Transformer Model for Real-time {sEMG}-based Gesture Recognition},
  author = {Chen, Yanlong and Orlandi, Mattia Orlandi and Rapa, Pierangelo Maria and Benatti, Simone and Benini, Luca and Li, Yawei},
  booktitle = {The International IEEE/EMBS Conference on Neural Engineering (NER)},
  year = {2025},
  doi = {https://doi.org/10.48550/arXiv.2506.11168}
}

@inproceedings{zhang2025flatattention,
  title = {FlatAttention: Dataflow and Fabric Collectives Co-Optimization for Efficient Multi-Head Attention on Tile-Based Many-PE Accelerators},
  booktitle = {IEEE Computer Society Annual Symposium on VLSI},
  author = {Zhang, Chi and Colagrande, Luca and Andri, Renzo and Benz, Thomas and Islamoglu, Gamze and Nadalini, Alessandro and Conti, Francesco and Li, Yawei and Benini, Luca},
  doi = {10.48550/arXiv.2505.18824},
  year = {2025}
}

@inproceedings{abdollahpour2025mdx,
  title = {A Compute\&Memory Efficient Model-Driven Neural  5G Receiver for Edge AI-assisted RAN},
  booktitle = {IEEE Conference on Global Communications (GLOBECOM)},
  author = {Abdollahpour, Mahdi and Bertuletti, Marco and Zhang, Yichao and Li, Yawei and Benini, Luca and Vanelli-Coralli, Alessandro},
  year = {2025},
  doi = {10.48550/arXiv.2508.12892}
}

@inproceedings{guo2025intlora,
  title = {IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models},
  author = {Guo, Hang and Li, Yawei and Dai, Tao and Xia, Shu-Tao and Benini, Luca},
  booktitle = {Proceedings of International Conference on Machine Learning},
  year = {2025},
  doi = {10.48550/arXiv.2410.21759}
}

@inproceedings{huang2025slim,
  title = {SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models},
  author = {Huang, Wei and Qin, Haotong and Liu, Yangdong and Li, Yawei and Liu, Qinshuo and Liu, Xianglong and Benini, Luca and Magno, Michele and Zhang, Shiming and Qi, Xiaojuan},
  booktitle = {Proceedings of International Conference on Machine Learning},
  year = {2025},
  doi = {10.48550/arXiv.2405.14917}
}

@inproceedings{tegon2025femba,
  title = {FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model},
  author = {Teagon, Anna and Ingolfsson, Thorir Mar and Wang, Xiaying and Benini, Luca and Li, Yawei},
  booktitle = {Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  year = {2025},
  doi = {10.48550/arXiv.2502.06438}
}

@inproceedings{toth2025finetuning,
  title = {Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation},
  author = {T{\'o}th, B{\'a}lint and Senti, Dominik and Ingolfsson, Thorir Mar and Zweidler, Jeffrey and Elsig, Alexandre and Benini, Luca and Li, Yawei},
  booktitle = {Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
  year = {2025},
  doi = {10.48550/arXiv.2502.17460}
}

@inproceedings{guo2025mambairv2,
  title = {{MambaIRv2}: Attentive State Space Restoration},
  author = {Guo, Hang and Guo, Yong and Zha, Yaohua and Zhang, Yulun and Li, Wenbo and Dai, Tao and Xia, Shu-Tao and Li, Yawei},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2025},
  doi = {10.1109/CVPR52734.2025.02619}
}

@inproceedings{pan2025ssa,
  title = {Semantic and Sequential Alignment for Referring Video Object Segmentation},
  author = {Pan, Feiyu and Fang, Hao and Li, Fangkai and Xu, Yanyu and Li, Yawei and Benini, Luca and Lu, Xiankai},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2025},
  doi = {10.1109/CVPR52734.2025.01776}
}

@inproceedings{ren2024sharing,
  title = {Sharing Key Semantics in Transformer Makes Efficient Image Restoration},
  author = {Ren, Bin and Li, Yawei and Liang, Jingyun and Ranjan, Rakesh and Liu, Mengyuan and Cucchiara, Rita and Van Gool, Luc and Yang, Ming-Hsuan and Sebe, Nicu},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2024},
  doi = {10.48550/arXiv.2405.20008}
}

@inproceedings{fang2024unified,
  title = {Unified Embedding Alignment for Open-Vocabulary Video Instance Segmentation},
  author = {Fang, Hao and Wu, Peng and Li, Yawei and Zhang, Xinxin and Lu, Xiankai},
  booktitle = {Proceedings of the European Conference on Computer Vision},
  year = {2024},
  doi = {10.1007/978-3-031-72897-6_13}
}

@inproceedings{moosmann2024ultra,
  title = {Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with {TinyissimoYOLO}},
  author = {Moosmann, Julian and Bonazzi, Pietro and Li, Yawei and Bian, Sizhen and Mayer, Philipp and Benini, Luca and Magno, Michele},
  booktitle = {Proceedings of the European conference on computer vision Workshops},
  year = {2024},
  doi = {10.1007/978-3-031-91989-3_17}
}

@inproceedings{bonazzi2024retina,
  title = {Retina: Low-Power Eye Tracking with Event Camera and Spiking Hardware},
  author = {Bonazzi, Pietro and Bian, Sizhen and Lippolis, Giovanni and Li, Yawei and Sheik, Sadique and Magno, Michele},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year = {2024},
  doi = {10.1109/CVPRW63382.2024.00577}
}

@inproceedings{zhang2024_atdsr,
  title = {Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary},
  author = {Zhang, Leheng and Li, Yawei and Zhou, Xingyu and Zhao, Xiaorui and Gu, Shuhang},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2024},
  doi = {10.1109/CVPR52733.2024.00276}
}

@inproceedings{bonazzi2024q-segment,
  title = {Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis},
  author = {Bonazzi, Pietro and Li, Yawei and Bian, Sizhen and Magno, Michele},
  booktitle = {Proceedings of the IEEE 6th International Conference on AI Circuits and Systems (AICAS)},
  year = {2024},
  doi = {10.1109/AICAS59952.2024.10595956}
}

@article{zhang2023practical,
  title = {Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis},
  author = {Zhang, Kai and Li, Yawei and Liang, Jingyun and Cao, Jiezhang and Zhang, Yulun and Tang, Hao and Timofte, Radu and Van Gool, Luc},
  journal = {Machine Intelligence Research},
  volume = {20},
  number = {6},
  pages = {822--836},
  year = {2023},
  publisher = {Springer},
  doi = {10.1007/s11633-023-1466-0}
}

@inproceedings{li2023localvit,
  title = {{LocalViT}: Analyzing Locality in Vision Transformers},
  author = {Li, Yawei and Zhang, Kai and Cao, Jiezhang and Timofte, Radu and Magno, Michele and Benini, Luca and Van Gool, Luc},
  booktitle = {Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems},
  year = {2023},
  doi = {10.1109/IROS55552.2023.10342025}
}

@inproceedings{bonazzi2023tinytracker,
  title = {{TinyTracker}: Ultra-Fast and Ultra-Low-Power Edge Vision for In-Sensor Gaze Estimation},
  author = {Bonazzi, Pietro and Ruegg, Thomas and Bian, Sizhen and Li, Yawei and Magno, Michele},
  booktitle = {Proceedings of IEEE Sensors},
  year = {2023},
  doi = {10.1109/SENSORS56945.2023.10325167}
}

@inproceedings{li2023efficient,
  title = {Efficient and Explicit Modelling of Image Hierarchies for Image Restoration},
  author = {Li, Yawei and Fan, Yuchen and Xiang, Xiaoyu and Demandolx, Denis and Ranjan, Rakesh and Timofte, Radu and Van Gool, Luc},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  doi = {10.1109/CVPR52729.2023.01753},
  year = {2023}
}

@inproceedings{li2023lsdir,
  title = {{LSDIR}: A large Scale Dataset for Image Restoration},
  author = {Li, Yawei and Zhang, Kai and Liang, Jingyun and Cao, Jiezhang and Liu, Ce and Gong, Rui and Zhang, Yulun and Tang, Hao and Liu, Yun and Demandolx, Denis and Ranjan, Rakesh and Timofte, Radu and Van Gool, Luc},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year = {2023},
  doi = {10.1109/CVPRW59228.2023.00178}
}

@article{zhang2022plug,
  title = {Plug-and-Play Image Restoration with Deep Denoiser Prior},
  author = {Zhang, Kai and Li, Yawei and Zuo, Wangmeng and Zhang, Lei and Van Gool, Luc and Timofte, Radu},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2022},
  publisher = {IEEE},
  doi = {10.1109/TPAMI.2021.3088914}
}

@inproceedings{li2022revisiting,
  title = {Revisiting Random Channel Pruning for Neural Network Compression},
  author = {Li, Yawei and Adamczewski, Kamil and Li, Wen and Gu, Shuhang and Timofte, Radu and Van Gool, Luc},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2022},
  doi = {10.1109/CVPR52688.2022.00029}
}

@inproceedings{li2021towards,
  title = {Towards Efficient Graph Convolutional Networks for Point Cloud Handling},
  author = {Li, Yawei and Chen, He and Cui, Zhaopeng and Timofte, Radu and Pollefeys, Marc and Chirikjian, Gregory and Van Gool, Luc},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
  year = {2021},
  doi = {10.1109/ICCV48922.2021.00373}
}

@inproceedings{li2021heterogeneity,
  title = {The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures},
  author = {Li, Yawei and Li, Wen and Danelljan, Martin and Kai, Zhang and Gu, Shuhang and Van Gool, Luc and Timofte, Radu},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2021},
  doi = {10.1109/CVPR46437.2021.00218}
}

@inproceedings{wei2021unsupervised,
  title = {Unsupervised Real-world Image Super Resolution via Domain-distance Aware Training},
  author = {Wei, Yunxuan and Gu, Shuhang and Li, Yawei and Timofte, Radu and Jin, Longcun and Song, Hengjie},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2021},
  doi = {10.1109/CVPR46437.2021.01318}
}

@inproceedings{li2020dhp,
  title = {{DHP}: Differentiable Meta Pruning via HyperNetworks},
  author = {Li, Yawei and Gu, Shuhang and Zhang, Kai and Van Gool, Luc and Timofte, Radu},
  booktitle = {Proceedings of the European Conference on Computer Vision},
  year = {2020},
  doi = {10.1007/978-3-030-58598-3_36}
}

@inproceedings{li2020group,
  title = {Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression},
  author = {Li, Yawei and Gu, Shuhang and Mayer, Christoph and Van Gool, Luc and Timofte, Radu},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2020},
  doi = {10.1109/CVPR42600.2020.00804}
}

@inproceedings{li2019learning,
  title = {Learning Filter Basis for Convolutional Neural Network Compression},
  author = {Li, Yawei and Gu, Shuhang and Van Gool, Luc and Timofte, Radu},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
  year = {2019},
  doi = {https://doi.org/10.1109/ICCV.2019.00572}
}

@inproceedings{li20193d,
  title = {{3D} Appearance Super-Resolution with Deep Learning},
  author = {Li, Yawei and Tsiminaki, Vagia and Timofte, Radu and Pollefeys, Marc and Gool, Luc Van},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2019},
  doi = {10.1109/CVPR.2019.00990}
}

@inproceedings{gu2019selfguided,
  title = {Self-Guided Network for Fast Image Denoising},
  author = {Gu, Shuhang and Li, Yawei and Van Gool, Luc and Timofte, Radu},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision},
  year = {2019},
  doi = {10.1109/ICCV.2019.00260}
}

@article{li2018modified,
  title = {Modified Non-Local Means for Super-Resolution of Hybrid Videos},
  author = {Li, Yawei and Li, Xiaofeng and Fu, Zhizhong},
  journal = {Computer Vision and Image Understanding},
  volume = {168},
  pages = {64--78},
  year = {2018},
  publisher = {Elsevier},
  doi = {10.1016/j.cviu.2017.11.010}
}

@inproceedings{li2018carn,
  title = {{CARN}: Convolutional Anchored Regression Network for Fast and Accurate Single Image Super-Resolution},
  author = {Li, Yawei and Agustsson, Eirikur and Gu, Shuhang and Timofte, Radu and Van Gool, Luc},
  booktitle = {Proceedings of the European Conference on Computer Vision Workshops},
  year = {2018},
  doi = {10.1007/978-3-030-11021-5_11}
}

@article{li2016envelope,
  title = {Envelope and Phase Statistics of Cauchy Quadratures},
  author = {Li, Yawei and Li, Xiaofeng and Beaulieu, Norman C and Fu, Zhizhong},
  journal = {Electronics Letters},
  volume = {52},
  number = {13},
  pages = {1132--1134},
  year = {2016},
  publisher = {IET},
  doi = {10.1049%2Fel.2016.1127}
}