deep learning

Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification ICML 2022 stopes - Modular Machine Translation Pipelines EMNLP 2022 Structure-Aware Image Segmentation with Homotopy Warping NeurIPS 2022 Surprising Instabilities in Training Deep Networks and a Theoretical Analysis NeurIPS 2022 SVAM: Saliency-guided Visual Attention Modeling by Autonomous Underwater Robot RSS 2022 Symplectic Momentum Neural Networks - Using Discrete Variational Mechanics as a prior in Deep Learning L4DC 2022 TCN: Pioneering Topological-Based Convolutional Networks for Planetary Terrain Learning AAAI 2022 TEAM: A multitask learning based Taxonomy Expansion approach for Attach and Merge NAACL 2022 Team IITP-AINLPML at WASSA 2022: Empathy Detection, Emotion Classification and Personality Detection ACL 2022 TechSSN at SemEval-2022 Task 5: Multimedia Automatic Misogyny Identification using Deep Learning Models SemEval 2022 TeluguNER: Leveraging Multi-Domain Named Entity Recognition with Deep Transformers ACL 2022 The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NeurIPS 2022 TorchXRayVision: A library of chest X-ray datasets and models MIDL 2022 To Trust or Not To Trust Prediction Scores for Membership Inference Attacks IJCAI 2022 Toward a New Science of Common Sense AAAI 2022 Towards an End-to-End Framework for Flow-Guided Video Inpainting CVPR 2022 Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods ICML 2022 Towards Intention Understanding in Suicidal Risk Assessment with Natural Language Processing EMNLP 2022 Towards Low-Cost and Efficient Malaria Detection CVPR 2022 Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond CVPR 2022 Towards the Quantitative Interpretability Analysis of Citizens Happiness Prediction IJCAI 2022 TRACER: Extreme Attention Guided Salient Object Tracing Network (Student Abstract) AAAI 2022 Tracking Down Misguiding Terms for Locating Bugs in Deep Learning-Based Software (Student Abstract) AAAI 2022 Training Uncertainty-Aware Classifiers with Conformalized Deep Learning NeurIPS 2022 Transform Once: Efficient Operator Learning in Frequency Domain NeurIPS 2022