Search Results for author: Eric Nguyen

Found 6 papers, 3 papers with code

S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces

no code implementations12 Oct 2022 Eric Nguyen, Karan Goel, Albert Gu, Gordon W. Downs, Preey Shah, Tri Dao, Stephen A. Baccus, Christopher Ré

On ImageNet-1k, S4ND exceeds the performance of a Vision Transformer baseline by $1. 5\%$ when training with a $1$D sequence of patches, and matches ConvNeXt when modeling images in $2$D.

Inductive Bias Video Classification

Continual Reinforcement Learning with TELLA

no code implementations8 Aug 2022 Neil Fendley, Cash Costello, Eric Nguyen, Gino Perrotta, Corey Lowman

Training reinforcement learning agents that continually learn across multiple environments is a challenging problem.

Continual Learning reinforcement-learning +1

Lifelong Learning Metrics

1 code implementation20 Jan 2022 Alexander New, Megan Baker, Eric Nguyen, Gautam Vallabha

The DARPA Lifelong Learning Machines (L2M) program seeks to yield advances in artificial intelligence (AI) systems so that they are capable of learning (and improving) continuously, leveraging data on one task to improve performance on another, and doing so in a computationally sustainable way.

Autonomous Driving

OSCAR-Net: Object-centric Scene Graph Attention for Image Attribution

no code implementations ICCV 2021 Eric Nguyen, Tu Bui, Vishy Swaminathan, John Collomosse

Our key contribution is OSCAR-Net (Object-centric Scene Graph Attention for Image Attribution Network); a robust image hashing model inspired by recent successes of Transformers in the visual domain.

Contrastive Learning Graph Attention

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