Deep Learning

Noise Doesn't Lie: Towards Universal Detection of Deep Inpainting IJCAI 2021 Object Classification From Randomized EEG Trials CVPR 2021 On Robustness and Transferability of Convolutional Neural Networks CVPR 2021 On the application of Transformers for estimating the difficulty of Multiple-Choice Questions from text EACL 2021 Paraphrase Generation: A Survey of the State of the Art EMNLP 2021 Pareto GAN: Extending the Representational Power of GANs to Heavy-Tailed Distributions ICML 2021 PermuteFormer: Efficient Relative Position Encoding for Long Sequences EMNLP 2021 Physics-Informed Deep Learning for Traffic State Estimation: A Hybrid Paradigm Informed By Second-Order Traffic Models AAAI 2021 Predicting Deep Neural Network Generalization with Perturbation Response Curves NeurIPS 2021 Predictive Agent-Based Modeling of Natural Disasters Using Machine Learning AAAI 2021 Probing into the Root: A Dataset for Reason Extraction of Structural Events from Financial Documents EACL 2021 Proof of Learning (PoLe): Empowering Machine Learning with Consensus Building on Blockchains (Demo) AAAI 2021 Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks AAAI 2021 Proxy Indicators for the Quality of Open-domain Dialogues EMNLP 2021 Refocusing on Relevance: Personalization in NLG EMNLP 2021 Relating Neural Text Degeneration to Exposure Bias EMNLP 2021 Representational aspects of depth and conditioning in normalizing flows ICML 2021 Residual learning for 3D motion corrected quantitative MRI: Robust clinical T1, T2 and proton density mapping MIDL 2021 Rethink the Connections among Generalization, Memorization, and the Spectral Bias of DNNs IJCAI 2021 Retinex-Inspired Unrolling With Cooperative Prior Architecture Search for Low-Light Image Enhancement CVPR 2021 Retrieve and Revise: Improving Peptide Identification with Similar Mass Spectra AAAI 2021 Re-understanding Finite-State Representations of Recurrent Policy Networks ICML 2021 Revisiting Shallow Discourse Parsing in the PDTB-3: Handling Intra-sentential Implicits EMNLP 2021 Robust Learning-Augmented Caching: An Experimental Study ICML 2021 Robustness to Missing Features using Hierarchical Clustering with Split Neural Networks (Student Abstract) AAAI 2021