Sotabase

Career

· Associate Professor, Georgia Institute of Technology2024–
· Assistant Professor, College of Computing at Georgia Tech2018–2024
· Adjunct, School Of Interactive Computing, Georgia Institute of Technology2017–2018
· Associate Director Of ML GT, Georgia Institute of Technology (Current)2017–
· Branch Chief, Machine Learning And Analytics, Georgia Tech Research Institute2016–2023
· Senior Research Scientist, Georgia Tech Research Institute2015–2023
· Research Scientist II, Georgia Tech Research Institute2012–2015

Publications (166)

A Closer Look at Few-shot Classification
International Conference on Learning Representations · 2019
1,932
cited
Generalized ODIN: Detecting Out-of-Distribution Image Without Learning From Out-of-Distribution Data
Computer Vision and Pattern Recognition · 2020
659
cited
Habitat 2.0: Training Home Assistants to Rearrange their Habitat
Neural Information Processing Systems · 2021
648
cited
On Convergence and Stability of GANs
2018
644
cited
Unbiased Teacher for Semi-Supervised Object Detection
International Conference on Learning Representations · 2021
572
cited
CODA-Prompt: COntinual Decomposed Attention-Based Prompting for Rehearsal-Free Continual Learning
Computer Vision and Pattern Recognition · 2022
467
cited
Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines
arXiv.org · 2018
385
cited
Self-Monitoring Navigation Agent via Auxiliary Progress Estimation
International Conference on Learning Representations · 2019
302
cited
When2com: Multi-Agent Perception via Communication Graph Grouping
Computer Vision and Pattern Recognition · 2020
288
cited
TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition
Signal processing. Image communication · 2017
252
cited
Biological underpinnings for lifelong learning machines
Nature Machine Intelligence · 2022
251
cited
Learning to cluster in order to Transfer across domains and tasks
International Conference on Learning Representations · 2017
240
cited
Who2com: Collaborative Perception via Learnable Handshake Communication
IEEE International Conference on Robotics and Automation · 2020
220
cited
Habitat 3.0: A Co-Habitat for Humans, Avatars and Robots
International Conference on Learning Representations · 2023
211
cited
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning
IEEE International Conference on Computer Vision · 2021
202
cited
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation
IEEE International Conference on Computer Vision · 2019
197
cited
Multi-class Classification without Multi-class Labels
International Conference on Learning Representations · 2019
190
cited
The Regretful Agent: Heuristic-Aided Navigation Through Progress Estimation
Computer Vision and Pattern Recognition · 2019
188
cited
Attend and Interact: Higher-Order Object Interactions for Video Understanding
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition · 2017
149
cited
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA
Trans. Mach. Learn. Res. · 2023
146
cited
Sotabase