Application Areas

Minimax Regret Optimization for Robust Machine Learning under Distribution Shift COLT 2022 MiniViT: Compressing Vision Transformers With Weight Multiplexing CVPR 2022 Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question Answering COLING 2022 MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers AAAI 2022 MISRNet: Lightweight Neural Vocoder Using Multi-Input Single Shared Residual Blocks Interspeech 2022 Missingness Bias in Model Debugging ICLR 2022 Mitigating bias against non-native accents Interspeech 2022 Mitigating Data Shift of Biomedical Research Articles for Information Retrieval and Semantic Indexing COLING 2022 Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal ACL 2022 Mitigating Gender Bias in Face Recognition using the von Mises-Fisher Mixture Model ICML 2022 Mitigating Gender Stereotypes in Hindi and Marathi NAACL 2022 Mitigating Learnerese Effects for CEFR Classification NAACL 2022 Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization ICML 2022 Mitigating Neural Network Overconfidence with Logit Normalization ICML 2022 Mitigating Spurious Correlation in Natural Language Understanding with Counterfactual Inference EMNLP 2022 Mitigating statistical bias within differentially private synthetic data UAI 2022 Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization NeurIPS 2022 Mixed Differential Privacy in Computer Vision CVPR 2022 Mixed-effects transformers for hierarchical adaptation EMNLP 2022 Mixture-of-Experts with Expert Choice Routing NeurIPS 2022 Mixup regularization strategies for spoofing countermeasure system Interspeech 2022 MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU Clusters NSDI 2022 MLDemon:Deployment Monitoring for Machine Learning Systems AISTATS 2022 MLink: Linking Black-Box Models for Collaborative Multi-Model Inference AAAI 2022 MMM: An Emotion and Novelty-aware Approach for Multilingual Multimodal Misinformation Detection AACL 2022