| LPGD: A General Framework for Backpropagation through Embedded Optimization Layers | Jul 8, 2024 | Inductive Bias | CodeCode Available | 0 |
| Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention | Jul 8, 2024 | Graph AttentionInductive Bias | —Unverified | 0 |
| Understanding Visual Feature Reliance through the Lens of Complexity | Jul 8, 2024 | Inductive Bias | —Unverified | 0 |
| Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations | Jul 5, 2024 | ChunkingFew-Shot Learning | CodeCode Available | 0 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Exploiting the equivalence between quantum neural networks and perceptrons | Jul 5, 2024 | Inductive BiasQuantum Machine Learning | —Unverified | 0 |
| Emergent Interpretable Symbols and Content-Style Disentanglement via Variance-Invariance Constraints | Jul 4, 2024 | DecoderDisentanglement | —Unverified | 0 |
| Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios | Jul 3, 2024 | Generative Adversarial NetworkInductive Bias | CodeCode Available | 0 |
| Do Quantum Neural Networks have Simplicity Bias? | Jul 3, 2024 | Inductive Bias | —Unverified | 0 |
| Detecting and Identifying Selection Structure in Sequential Data | Jun 29, 2024 | Inductive Bias | —Unverified | 0 |
| Sequential Disentanglement by Extracting Static Information From A Single Sequence Element | Jun 26, 2024 | Data AugmentationDisentanglement | —Unverified | 0 |
| Probing the effects of broken symmetries in machine learning | Jun 25, 2024 | Inductive Bias | CodeCode Available | 1 |
| Unlocking Continual Learning Abilities in Language Models | Jun 25, 2024 | Continual LearningInductive Bias | CodeCode Available | 1 |
| Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting | Jun 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs | Jun 24, 2024 | Graph Representation LearningInductive Bias | —Unverified | 0 |
| Towards Exact Computation of Inductive Bias | Jun 22, 2024 | Inductive Bias | CodeCode Available | 0 |
| Graph Structure Learning with Interpretable Bayesian Neural Networks | Jun 20, 2024 | Graph structure learningInductive Bias | —Unverified | 0 |
| Scalable unsupervised alignment of general metric and non-metric structures | Jun 19, 2024 | Inductive Bias | —Unverified | 0 |
| Delay Embedding Theory of Neural Sequence Models | Jun 17, 2024 | Inductive BiasState Space Models | —Unverified | 0 |
| Composing Object Relations and Attributes for Image-Text Matching | Jun 17, 2024 | AttributeGraph Attention | CodeCode Available | 1 |
| Adversaries With Incentives: A Strategic Alternative to Adversarial Robustness | Jun 17, 2024 | Adversarial RobustnessInductive Bias | CodeCode Available | 0 |
| Unveiling Encoder-Free Vision-Language Models | Jun 17, 2024 | DecoderInductive Bias | CodeCode Available | 3 |
| DocNet: Semantic Structure in Inductive Bias Detection Models | Jun 16, 2024 | ArticlesBias Detection | —Unverified | 0 |
| Scale Equivariant Graph Metanetworks | Jun 15, 2024 | Inductive Bias | CodeCode Available | 1 |
| Leveraging Locality to Boost Sample Efficiency in Robotic Manipulation | Jun 15, 2024 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Schur's Positive-Definite Network: Deep Learning in the SPD cone with structure | Jun 13, 2024 | Graph LearningInductive Bias | —Unverified | 0 |
| An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels | Jun 13, 2024 | Image GenerationInductive Bias | —Unverified | 0 |
| Benign overfitting in Fixed Dimension via Physics-Informed Learning with Smooth Inductive Bias | Jun 13, 2024 | Inductive Biasregression | —Unverified | 0 |
| Expressivity and Generalization: Fragment-Biases for Molecular GNNs | Jun 12, 2024 | Inductive Bias | —Unverified | 0 |
| Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices | Jun 11, 2024 | Image ReconstructionInductive Bias | —Unverified | 0 |
| Non-autoregressive Personalized Bundle Generation | Jun 11, 2024 | DecoderGraph Neural Network | —Unverified | 0 |
| Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration | Jun 11, 2024 | Image RegistrationInductive Bias | CodeCode Available | 1 |
| Adapting Pretrained ViTs with Convolution Injector for Visuo-Motor Control | Jun 10, 2024 | Inductive Bias | CodeCode Available | 0 |
| Physics-Informed Bayesian Optimization of Variational Quantum Circuits | Jun 10, 2024 | Bayesian OptimizationInductive Bias | CodeCode Available | 0 |
| Modular Growth of Hierarchical Networks: Efficient, General, and Robust Curriculum Learning | Jun 10, 2024 | Inductive Bias | —Unverified | 0 |
| Building Hybrid B-Spline And Neural Network Operators | Jun 6, 2024 | Inductive Bias | —Unverified | 0 |
| Small-E: Small Language Model with Linear Attention for Efficient Speech Synthesis | Jun 6, 2024 | DecoderInductive Bias | CodeCode Available | 2 |
| Verbalized Machine Learning: Revisiting Machine Learning with Language Models | Jun 6, 2024 | Inductive Bias | —Unverified | 0 |
| How Inductive Bias in Machine Learning Aligns with Optimality in Economic Dynamics | Jun 4, 2024 | Inductive Bias | —Unverified | 0 |
| Your Causal Self-Attentive Recommender Hosts a Lonely Neighborhood | Jun 4, 2024 | feature selectionInductive Bias | CodeCode Available | 0 |
| Enhancing Dynamic CT Image Reconstruction with Neural Fields and Optical Flow | Jun 3, 2024 | Image ReconstructionInductive Bias | —Unverified | 0 |
| Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration | May 31, 2024 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 2 |
| Bayesian Uncertainty Quantification for Anaerobic Digestion models | May 30, 2024 | Inductive BiasUncertainty Quantification | —Unverified | 0 |
| Learning 3D Robotics Perception using Inductive Priors | May 30, 2024 | 3D ReconstructionImage Generation | —Unverified | 0 |
| Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation | May 30, 2024 | DiversityDrug Design | CodeCode Available | 3 |
| Learning Latent Graph Structures and their Uncertainty | May 30, 2024 | Graph structure learningInductive Bias | CodeCode Available | 0 |
| XTrack: Multimodal Training Boosts RGB-X Video Object Trackers | May 28, 2024 | Inductive BiasMixture-of-Experts | CodeCode Available | 2 |
| Benchmarking General-Purpose In-Context Learning | May 27, 2024 | BenchmarkingDecision Making | —Unverified | 0 |
| Differentiable Cluster Graph Neural Network | May 25, 2024 | ClusteringGraph Neural Network | —Unverified | 0 |
| MLPs Learn In-Context on Regression and Classification Tasks | May 24, 2024 | In-Context LearningInductive Bias | CodeCode Available | 1 |