Search Results for author: Mehran Hosseini

Found 4 papers, 2 papers with code

You Need to Pay Better Attention

no code implementations3 Mar 2024 Mehran Hosseini, Peyman Hosseini

We introduce three new attention mechanisms that outperform standard multi-head attention in terms of efficiency and learning capabilities, thereby improving the performance and broader deployability of Transformer models.

Tight Verification of Probabilistic Robustness in Bayesian Neural Networks

1 code implementation21 Jan 2024 Ben Batten, Mehran Hosseini, Alessio Lomuscio

We introduce two algorithms for computing tight guarantees on the probabilistic robustness of Bayesian Neural Networks (BNNs).

Can We Generate Realistic Hands Only Using Convolution?

no code implementations3 Jan 2024 Mehran Hosseini, Peyman Hosseini

The enduring inability of image generative models to recreate intricate geometric features, such as those present in human hands and fingers has been an ongoing problem in image generation for nearly a decade.

Denoising Image Generation

Lon-ea at SemEval-2023 Task 11: A Comparison of Activation Functions for Soft and Hard Label Prediction

1 code implementation4 Mar 2023 Peyman Hosseini, Mehran Hosseini, Sana Sabah Al-Azzawi, Marcus Liwicki, Ignacio Castro, Matthew Purver

We study the influence of different activation functions in the output layer of deep neural network models for soft and hard label prediction in the learning with disagreement task.

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