Optimization & Theory

Intrinsic Dimension Estimation Using Wasserstein Distance JMLR 2022 Introspective Learning : A Two-Stage approach for Inference in Neural Networks NeurIPS 2022 Invariance-Aware Randomized Smoothing Certificates NeurIPS 2022 Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations NeurIPS 2022 In What Ways Are Deep Neural Networks Invariant and How Should We Measure This? NeurIPS 2022 Is L^2 Physics Informed Loss Always Suitable for Training Physics Informed Neural Network? NeurIPS 2022 Is Attention Explanation? An Introduction to the Debate ACL 2022 ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-High Resolution Segmentation CVPR 2022 Is Integer Arithmetic Enough for Deep Learning Training? NeurIPS 2022 ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior CVPR 2022 Iterative Stratified Testing and Measurement for Automated Model Updates EMNLP 2022 Itero: An Online Iterative Voting Application IJCAI 2022 JFB: Jacobian-Free Backpropagation for Implicit Networks AAAI 2022 KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-zero Training Loss AAAI 2022 Kantorovich Strikes Back! Wasserstein GANs are not Optimal Transport? NeurIPS 2022 Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding EMNLP 2022 Killing Two Birds With One Stone: Efficient and Robust Training of Face Recognition CNNs by Partial FC CVPR 2022 Knowledge Base Index Compression via Dimensionality and Precision Reduction ACL 2022 Knowledge Distillation: Bad Models Can Be Good Role Models NeurIPS 2022 Knowledge Distillation With the Reused Teacher Classifier CVPR 2022 KOALA: A Kalman Optimization Algorithm with Loss Adaptivity AAAI 2022 KroneckerBERT: Significant Compression of Pre-trained Language Models Through Kronecker Decomposition and Knowledge Distillation NAACL 2022 Label noise (stochastic) gradient descent implicitly solves the Lasso for quadratic parametrisation COLT 2022 Lan-Bridge MT’s Participation in the WMT 2022 General Translation Shared Task EMNLP 2022 Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models EMNLP 2022