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 Deep Learning


FlyView: a bio-informed optical flow truth dataset for visual navigation using panoramic stereo vision

Neural Information Processing Systems

Figure 1: (a) Field of view of the blowfly Calliphora vicina mapped onto a panoramic view of an indoor scene. Blue and red borders outline the visual field of the left and right eyes; tinted area denotes area of binocular overlap.




On the Strong Correlation Between Model Invariance and Generalization

Neural Information Processing Systems

Generalization and invariance are two essential properties of machine learning models. Generalization captures a model's ability to classify unseen data while invariance measures the consistency of model predictions on transformed data.


NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies

Neural Information Processing Systems

Algorithms for neural architecture search (NAS) seek to automate the design of high-performing neural architectures for a given dataset.


NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies

Neural Information Processing Systems

Algorithms for neural architecture search (NAS) seek to automate the design of high-performing neural architectures for a given dataset.