Deep Learning

NLNDE at SemEval-2023 Task 12: Adaptive Pretraining and Source Language Selection for Low-Resource Multilingual Sentiment Analysis SemEval 2023 Non-autoregressive Conditional Diffusion Models for Time Series Prediction ICML 2023 NormNet: Normalize Noun Phrases for More Robust NLP ACL 2023 “Nothing Abnormal”: Disambiguating Medical Reports via Contrastive Knowledge Infusion AAAI 2023 On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data AISTATS 2023 OpenPI-C: A Better Benchmark and Stronger Baseline for Open-Vocabulary State Tracking ACL 2023 Ord2Seq: Regarding Ordinal Regression as Label Sequence Prediction ICCV 2023 Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023 Pareto Frontiers in Deep Feature Learning: Data, Compute, Width, and Luck NeurIPS 2023 PC2: Projection-Conditioned Point Cloud Diffusion for Single-Image 3D Reconstruction CVPR 2023 Perception and Semantic Aware Regularization for Sequential Confidence Calibration CVPR 2023 Physics Guided Neural Networks for Time-Aware Fairness: An Application in Crop Yield Prediction AAAI 2023 PIXEL: Physics-Informed Cell Representations for Fast and Accurate PDE Solvers AAAI 2023 PREADD: Prefix-Adaptive Decoding for Controlled Text Generation ACL 2023 Predicting Temporal Sets with Simplified Fully Connected Networks AAAI 2023 Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition EMNLP 2023 Reducing Spurious Correlations in Aspect-based Sentiment Analysis with Explanation from Large Language Models EMNLP 2023 RenewNAT: Renewing Potential Translation for Non-autoregressive Transformer AAAI 2023 Resurrecting Recurrent Neural Networks for Long Sequences ICML 2023 Revisiting Sampling for Combinatorial Optimization ICML 2023 RoBoCoP: A Comprehensive ROmance BOrrowing COgnate Package and Benchmark for Multilingual Cognate Identification EMNLP 2023 Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization CVPR 2023 Robust Methods for High-Dimensional Linear Learning JMLR 2023 Roles of Scaling and Instruction Tuning in Language Perception: Model vs. Human Attention EMNLP 2023 Scalable Set Encoding with Universal Mini-Batch Consistency and Unbiased Full Set Gradient Approximation ICML 2023