Bruno Andreis
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I am currently a PhD student at KAIST at the Graduate School of AI and supervised by Sung Ju Hwang. My reseach is mainly focused on deep learning and machine learning methods for set structured data. Many problems in machine learing such as point cloud classification, object segmentation, object-centric relation learning, feature and instance selection etc. can all be cast into the framework of set based machine learning. My goal is to develop efficient algorithms for processing such data and applying them to practical problems in computer vision, reinforcement learning and natural language processing.

Publications

* := Equal Contribution

Publication 8

Set-based Neural Network Encoding Without Weight Tying

Bruno Andreis, Soro Bedionita, Philip H.S. Torr, Sung Ju Hwang

Conference on Neural Information Processing Systems

NeurIPS 2024 (To Appear)

Publication 7

Diffusion-based Neural Network Weights Generation

Bedionita Soro*, Bruno Andreis*, Hayeon Lee*, Song Chong, Frank Hutter, Sung Ju Hwang

Preprint

Arxiv

Publication 6

Scalable Set Encoding with Universal Mini-Batch Consistency and Unbiased Full Set Gradient Approximation

Jeffrey Willette*, Seanie Lee*, Bruno Andreis, Kenji Kawaguchi, Juho Lee, Sung Ju Hwang

International Conference on Machine Learning

ICML 2023

Publication 5

Set-based Meta-Interpolation for Few-Task Meta-Learning

Seanie Lee*, Bruno Andreis*, Kenji Kawaguchi, Juho Lee, Sung Ju Hwang

Conference on Neural Information Processing Systems

NeurIPS 2022

Publication 4

Distortion-Aware Network Pruning and Feature Reuse for Real-time Video Segmentation

Hyunsu Rhee, Dongchan Min, Sunil Hwang, Bruno Andreis, Sung Ju Hwang

Machine Learning for Autonomous Driving Workshop

NeurIPS 2022

Publication 3

Set Based Stochastic Subsampling

Bruno Andreis, Seanie Lee, A. Tuan Nguyen, Juho Lee, Eunho Yang, Sung Ju Hwang

International Conference on Machine Learning

ICML 2022

Publication 2

Mini-Batch Consistent Slot Set Encoder for Scalable Set Encoding

Bruno Andreis, Jeffrey Willette, Juho Lee, Sung Ju Hwang

Conference on Neural Information Processing Systems

NeurIPS 2021

Publication 1

Dynamic Detection-Tracking Switching

Bruno Andreis, Junhyeon Park, Sung Ju Hwang, Minwoo Kim

Tenth International Conference on Ubiquitous and Future Networks

ICUFN 2018

Contacts