Theory

ptwt - The PyTorch Wavelet Toolbox JMLR 2024 Pushing Boundaries: Mixup's Influence on Neural Collapse ICLR 2024 Quantized Fourier and Polynomial Features for more Expressive Tensor Network Models AISTATS 2024 Rademacher complexity of neural ODEs via Chen-Fliess series L4DC 2024 Random Fully Connected Neural Networks as Perturbatively Solvable Hierarchies JMLR 2024 Random Sparse Lifts: Construction, Analysis and Convergence of finite sparse networks ICLR 2024 RashomonGB: Analyzing the Rashomon Effect and Mitigating Predictive Multiplicity in Gradient Boosting NeurIPS 2024 Rates of convergence for density estimation with generative adversarial networks JMLR 2024 Reciprocal Learning NeurIPS 2024 Recurrent Concept Drifts on Data Streams IJCAI 2024 Recurrent Neural Networks Learn to Store and Generate Sequences using Non-Linear Representations EMNLP 2024 Regularized Adaptive Momentum Dual Averaging with an Efficient Inexact Subproblem Solver for Training Structured Neural Network NeurIPS 2024 ReLU Network with Width d+O(1) Can Achieve Optimal Approximation Rate ICML 2024 Replicability in Learning: Geometric Partitions and KKM-Sperner Lemma NeurIPS 2024 Replicable Uniformity Testing NeurIPS 2024 RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems ICLR 2024 Representation Learning via Manifold Flattening and Reconstruction JMLR 2024 Reproduce, Replicate, Reevaluate. The Long but Safe Way to Extend Machine Learning Methods AAAI 2024 Reproduction & Benchmarking of German Text Simplification Systems COLING 2024 Reranking Laws for Language Generation: A Communication-Theoretic Perspective NeurIPS 2024 Residual Learning in Diffusion Models CVPR 2024 ReTaSA: A Nonparametric Functional Estimation Approach for Addressing Continuous Target Shift ICLR 2024 Rethinking Backdoor Attacks on Dataset Distillation: A Kernel Method Perspective ICLR 2024 Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective NeurIPS 2024 Rethinking Deep Thinking: Stable Learning of Algorithms using Lipschitz Constraints NeurIPS 2024