Tonin, Francesco

13 publications

ICML 2025 Accelerating Spectral Clustering Under Fairness Constraints Francesco Tonin, Alex Lambert, Johan Suykens, Volkan Cevher

ICML 2025 Chameleon: A Flexible Data-Mixing Framework for Language Model Pretraining and Finetuning Wanyun Xie, Francesco Tonin, Volkan Cevher

ICLRW 2025 Chameleon: A Flexible Data-Mixing Framework for Language Model Pretraining and Finetuning Wanyun Xie, Francesco Tonin, Volkan Cevher

NeurIPS 2025 Efficient Large Language Model Inference with Neural Block Linearization Mete Erdogan, Francesco Tonin, Volkan Cevher

NeurIPS 2025 Linear Attention for Efficient Bidirectional Sequence Modeling Arshia Afzal, Elias Abad Rocamora, Leyla Naz Candogan, Pol Puigdemont, Francesco Tonin, Yongtao Wu, Mahsa Shoaran, Volkan Cevher

ICLR 2025 Quantum-PEFT: Ultra Parameter-Efficient Fine-Tuning Toshiaki Koike-Akino, Francesco Tonin, Yongtao Wu, Frank Zhengqing Wu, Leyla Naz Candogan, Volkan Cevher

ICML 2024 Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nyström Method Qinghua Tao, Francesco Tonin, Alex Lambert, Yingyi Chen, Panagiotis Patrinos, Johan Suykens

NeurIPS 2024 Membership Inference Attacks Against Large Vision-Language Models Zhan Li, Yongtao Wu, Yihang Chen, Francesco Tonin, Elias Abad Rocamora, Volkan Cevher

ICMLW 2024 Quantum-PEFT: Ultra Parameter-Efficient Fine-Tuning Toshiaki Koike-Akino, Francesco Tonin, Yongtao Wu, Leyla Naz Candogan, Volkan Cevher

ICML 2024 Self-Attention Through Kernel-Eigen Pair Sparse Variational Gaussian Processes Yingyi Chen, Qinghua Tao, Francesco Tonin, Johan Suykens

AAAI 2024 Unsupervised Neighborhood Propagation Kernel Layers for Semi-Supervised Node Classification Sonny Achten, Francesco Tonin, Panagiotis Patrinos, Johan A. K. Suykens

ICML 2023 Extending Kernel PCA Through Dualization: Sparsity, Robustness and Fast Algorithms Francesco Tonin, Alex Lambert, Panagiotis Patrinos, Johan Suykens

NeurIPS 2023 Primal-Attention: Self-Attention Through Asymmetric Kernel SVD in Primal Representation Yingyi Chen, Qinghua Tao, Francesco Tonin, Johan Suykens