TACOformer:Token-channel compounded Cross Attention for Multimodal Emotion Recognition

no code implementations • 23 Jun 2023 • Xinda Li

Recently, emotion recognition based on physiological signals has emerged as a field with intensive research.

EEG Multimodal Emotion Recognition

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

1 code implementation • 14 Jun 2023 • Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum

Motivated by the success of previous work co-designing machine learning and MPC, we develop an activation function co-design.

Image Classification

Towards Robust Dataset Learning

1 code implementation • 19 Nov 2022 • Yihan Wu, Xinda Li, Florian Kerschbaum, Heng Huang, Hongyang Zhang

In this paper, we study the problem of learning a robust dataset such that any classifier naturally trained on the dataset is adversarially robust.

SoK: How Robust is Image Classification Deep Neural Network Watermarking? (Extended Version)

1 code implementation • 11 Aug 2021 • Nils Lukas, Edward Jiang, Xinda Li, Florian Kerschbaum

Watermarking should be robust against watermark removal attacks that derive a surrogate model that evades provenance verification.

Image Classification

On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks

no code implementations • 18 Jun 2019 • Masoumeh Shafieinejad, Jiaqi Wang, Nils Lukas, Xinda Li, Florian Kerschbaum

We focus on backdoor-based watermarking and propose two -- a black-box and a white-box -- attacks that remove the watermark.