13 citations · 24 across the 7 of their papers we have counts for
7 papers
Theory, Analysis, and Best Practices for Sigmoid Self-Attention
Jason Ramapuram, Federico Danieli, Eeshan Dhekane +8
Attention is a key part of the transformer architecture. It is a sequence-to-sequence mapping that transforms each sequence element into a weighted sum of values. The weights are t…
dMel: Speech Tokenization made Simple
Richard He Bai, Tatiana Likhomanenko, Ruixiang Zhang +3
Large language models have revolutionized natural language processing by leveraging self-supervised pretraining on vast textual data. Inspired by this success, researchers have inv…
Revisiting ASR Error Correction with Specialized Models
Zijin Gu, Tatiana Likhomanenko, He Bai +3
Language models play a central role in automatic speech recognition (ASR), yet most methods rely on text-only models unaware of ASR error patterns. Recently, large language models…
Modulating human brain responses via optimal natural image selection and synthetic image generation
Zijin Gu, Keith Jamison, Mert R. Sabuncu +1
Understanding how human brains interpret and process information is important. Here, we investigated the selectivity and inter-individual differences in human brain responses to im…
Decoding natural image stimuli from fMRI data with a surface-based convolutional network
Zijin Gu, Keith Jamison, Amy Kuceyeski +1
Due to the low signal-to-noise ratio and limited resolution of functional MRI data, and the high complexity of natural images, reconstructing a visual stimulus from human brain fMR…
Personalized visual encoding model construction with small data
Zijin Gu, Keith Jamison, Mert Sabuncu +1
Encoding models that predict brain response patterns to stimuli are one way to capture this relationship between variability in bottom-up neural systems and individual's behavior o…
NeuroGen: activation optimized image synthesis for discovery neuroscience
Zijin Gu, Keith W. Jamison, Meenakshi Khosla +6
Functional MRI (fMRI) is a powerful technique that has allowed us to characterize visual cortex responses to stimuli, yet such experiments are by nature constructed based on a prio…