SNU AIinSNU AIIS BlogA Systematic Methodology for Continuous-Time Analysis of Accelerated Gradient MethodsIn machine learning, we often minimize the loss function so that the difference between the solution point and the estimates converges to…Jul 24, 2022Jul 24, 2022
SNU AIinSNU AIIS BlogCheck Factual Consistency of Auto-generated Summaries Using Masked SummarizationKey information in source texts and reference summaries is masked to artificially generate factually inconsistent summariesJul 1, 2022Jul 1, 2022
SNU AIinSNU AIIS BlogThe Intersection of Human Bias and Artificial IntelligenceUnderstanding how and why AI reflects human bias like a mirror helps to shape balanced AI regulatory governanceJun 6, 20221Jun 6, 20221
SNU AIinSNU AIIS BlogMeasuring and Explaining the Inter-Cluster Reliability of Multidimensional ProjectionsDistortions occur when reducing dimensionality. Our metrics quantitatively measure how well the low-dimensional projection preserves the…Apr 3, 2022Apr 3, 2022
SNU AIinSNU AIIS BlogVisual Graph Memory with Unsupervised Representation for Visual NavigationHow can an agent navigate through a particular environment to reach target observation, only using visual sensory signals?Apr 3, 2022Apr 3, 2022
SNU AIinSNU AIIS BlogPuzzle Mix: Exploiting Saliency and Local Statistics for Optimal MixupPuzzle Mix is a data augmentation method useful for optimally leveraging the saliency information respecting the local statistics of the..Apr 3, 2022Apr 3, 2022
SNU AIinSNU AIIS BlogImperative-Symbolic Co-Execution of Imperative Deep Learning ProgramsOur approach can handle any imperative DL program while achieving the optimized performance of symbolic execution.Apr 2, 2022Apr 2, 2022
SNU AIinSNU AIIS BlogModel-based Domain Randomization of Dynamics System with Deep Bayesian Locally Linear EmbeddingDomain randomization is a simple technique to enhance the robustness of the policy in various environments. We aim for efficient policy…Apr 2, 20221Apr 2, 20221
SNU AIinSNU AIIS BlogRefurbish Your Training Data for Faster DNN TrainingData refurbishing is a novel sample reuse mechanism that accelerates DNN training while preserving model generalization.Apr 2, 2022Apr 2, 2022
SNU AIinSNU AIIS BlogExpressive 3D Human Pose and Shape Estimation, Part 2: Mesh Estimation and 3D Rotational Pose…Here’s how we estimate the human mesh and capture all human parts, including hands and the face, for better human behavior understanding.Apr 1, 2022Apr 1, 2022
