Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

Bo Zong, Song Qi, Martin Renqiang Min, +4

Anomaly DetectionMachine LearningData ScienceImage AnalysisPattern Recognition +11

Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms

Dinghan Shen, Guoyin Wang, Wenlin Wang, +6

EngineeringCross-lingual RepresentationPsycholinguisticsMultilingual PretrainingSemantics +20

Automated IT system failure prediction: A deep learning approach

Ke Zhang, Jian‐Wu Xu, Martin Renqiang Min, +3

Rethinking Zero-Shot Learning: A Conditional Visual Classification Perspective

Kai Li, Martin Renqiang Min, Yun Fu

Few-shot LearningMachine VisionMachine LearningData ScienceImage Analysis +11

Conditional GAN with Discriminative Filter Generation for Text-to-Video Synthesis

Yogesh Balaji, Martin Renqiang Min, Bing Bai, +2

Artificial IntelligenceNatural Language ProcessingEngineeringMachine LearningConditional Generative Models +12

Conditional Image-to-Video Generation with Latent Flow Diffusion Models

Haomiao Ni, Changhao Shi, Kai Li, +2

Latent FlowImage AnalysisMachine LearningMachine VisionEngineering +13

A deep generative model for molecule optimization via one fragment modification

Ziqi Chen, Martin Renqiang Min, Srinivasan Parthasarathy, +1

Nature Machine Intelligence

EngineeringMolecule OptimizationDeep Generative ModelNatural SciencesMolecular Biology +7

On TCR binding predictors failing to generalize to unseen peptides

Filippo Grazioli, Anja Mösch, Pierre Machart, +4

Frontiers in Immunology

S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation

Yizhe Zhu, Martin Renqiang Min, Asim Kadav, +1

Artificial IntelligenceStructured PredictionSelf-supervised Sequential VaeEngineeringMachine Learning +13

Improving Disentangled Text Representation Learning with Information-Theoretic Guidance

Pengyu Cheng, Martin Renqiang Min, Dinghan Shen, +4

Natural Language ProcessingApplied LinguisticsLawrence CarinEngineeringComputational Semantics +13