Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study. - Yongtao Wu; Zhenyu Zhu; Fanghui Liu 001; Grigorios Chrysos 002; Volkan Cevher (NeurIPS, 2022)

Adversarial Audio Synthesis with Complex-valued Polynomial Networks. - Yongtao Wu; Grigorios G. Chrysos; Volkan Cevher (CoRR, 2022)

On the Convergence of Encoder-only Shallow Transformers. - Yongtao Wu; Fanghui Liu 001; Grigorios Chrysos 002; Volkan Cevher (NeurIPS, 2023)

Robust NAS under adversarial training: benchmark, theory, and beyond. - Yongtao Wu; Fanghui Liu 001; Carl-Johann Simon-Gabriel; Grigorios Chrysos 002; Volkan Cevher (ICLR, 2024)

Revisiting Character-level Adversarial Attacks for Language Models. - Elías Abad-Rocamora; Yongtao Wu; Fanghui Liu 001; Grigorios Chrysos 002; Volkan Cevher (ICML, 2024)

Universal Gradient Methods for Stochastic Convex Optimization. - Anton Rodomanov; Ali Kavis; Yongtao Wu; Kimon Antonakopoulos; Volkan Cevher (ICML, 2024)

Membership Inference Attacks against Large Vision-Language Models. - Zhan Li; Yongtao Wu; Yihang Chen; Francesco Tonin; Elías Abad-Rocamora; Volkan Cevher (NeurIPS, 2024)

Revisiting character-level adversarial attacks. - Elías Abad-Rocamora; Yongtao Wu; Fanghui Liu 001; Grigorios G. Chrysos; Volkan Cevher (CoRR, 2024)

Intelligent analysis method for the global vertical displacement field of foundation pits in dense karst cave areas. - Jin Liao; Chunxiu Lin; Chunhui Lan; Yongtao Wu; Zhen Liu; Cuiying Zhou (Eng. Appl. Artif. Intell., 2024)

Quantum-PEFT: Ultra parameter-efficient fine-tuning. - Toshiaki Koike-Akino; Francesco Tonin; Yongtao Wu; Frank Zhengqing Wu; Leyla Naz Candogan; Volkan Cevher (ICLR, 2025)

Single-pass Detection of Jailbreaking Input in Large Language Models. - Leyla Naz Candogan; Yongtao Wu; Elías Abad-Rocamora; Grigorios Chrysos 002; Volkan Cevher (Trans. Mach. Learn. Res., 2025)

Multi-Step Alignment as Markov Games: An Optimistic Online Gradient Descent Approach with Convergence Guarantees. - Yongtao Wu; Luca Viano; Yihang Chen; Zhenyu Zhu; Kimon Antonakopoulos; Quanquan Gu; Volkan Cevher (CoRR, 2025)

Linear Attention for Efficient Bidirectional Sequence Modeling. - Arshia Afzal; Elías Abad-Rocamora; Leyla Naz Candogan; Pol Puigdemont; Francesco Tonin; Yongtao Wu; Mahsa Shoaran; Volkan Cevher (CoRR, 2025)

Robustness in Both Domains: CLIP Needs a Robust Text Encoder. - Elías Abad-Rocamora; Christian Schlarmann; Naman Deep Singh; Yongtao Wu; Matthias Hein 001; Volkan Cevher (CoRR, 2025)

DiffCAP: Diffusion-based Cumulative Adversarial Purification for Vision Language Models. - Jia Fu 001; Yongtao Wu; Yihang Chen; Kunyu Peng; Xiao Zhang; Volkan Cevher; Sepideh Pashami; Anders Holst (CoRR, 2025)

Hadamard Product in Deep Learning: Introduction, Advances and Challenges. - Grigorios G. Chrysos; Yongtao Wu; Razvan Pascanu; Philip H. S. Torr; Volkan Cevher (IEEE Trans. Pattern Anal. Mach. Intell., 2025)