Sotabase

Career

· Research Scientist, Apple2021–
· PhD Student in CS, UC Berkeley (student)2018–

Publications (25)

SqueezeSeg: Convolutional Neural Nets with Recurrent CRF for Real-Time Road-Object Segmentation from 3D LiDAR Point Cloud
IEEE International Conference on Robotics and Automation · 2017
889
cited
Visual Transformers: Token-based Image Representation and Processing for Computer Vision
arXiv.org · 2020
680
cited
Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition · 2017
390
cited
Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning
arXiv.org · 2018
337
cited
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
Computer Vision and Pattern Recognition · 2020
321
cited
NBDT: Neural-Backed Decision Trees
arXiv.org · 2020
116
cited
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining
Computer Vision and Pattern Recognition · 2021
105
cited
FBNetV3: Joint Architecture-Recipe Search using Neural Acquisition Function
arXiv.org · 2020
75
cited
Apple Intelligence Foundation Language Models
arXiv.org · 2024
69
cited
NBDT: Neural-Backed Decision Tree
International Conference on Learning Representations · 2021
53
cited
Visual Transformers: Where Do Transformers Really Belong in Vision Models?
IEEE International Conference on Computer Vision · 2021
51
cited
OpenAI GPT-5 System Card
2025
46
cited
CathAI: fully automated coronary angiography interpretation and stenosis estimation
npj Digit. Medicine · 2023
43
cited
OpenAI GPT-4.5 System Card
22
cited
AutoFocusFormer: Image Segmentation off the Grid
Computer Vision and Pattern Recognition · 2023
14
cited
Representation Bending for Large Language Model Safety
Annual Meeting of the Association for Computational Linguistics · 2025
14
cited
Texts in Statistics An Introduction to Statistical Learning
2017
12
cited
CoVista: A Unified View on Privacy Sensitive Mobile Contact Tracing Effort
IEEE Data Engineering Bulletin · 2020
7
cited
SegNBDT: Visual Decision Rules for Segmentation
arXiv.org · 2020
7
cited
CathAI: Fully Automated Interpretation of Coronary Angiograms Using Neural Networks
arXiv.org · 2021
6
cited
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Alvin Wan | Researcher Profile | Sotabase | Sotabase