| Interpolated-MLPs: Controllable Inductive Bias | Oct 12, 2024 | Inductive Bias | —Unverified | 0 |
| Low-Dimension-to-High-Dimension Generalization And Its Implications for Length Generalization | Oct 11, 2024 | Inductive BiasPosition | —Unverified | 0 |
| Masked Generative Priors Improve World Models Sequence Modelling Capabilities | Oct 10, 2024 | continuous-controlContinuous Control | —Unverified | 0 |
| Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning? | Oct 10, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Unitary convolutions for learning on graphs and groups | Oct 7, 2024 | Inductive Bias | CodeCode Available | 0 |
| Failure-Proof Non-Contrastive Self-Supervised Learning | Oct 7, 2024 | Inductive BiasSelf-Supervised Learning | —Unverified | 0 |
| Symmetry From Scratch: Group Equivariance as a Supervised Learning Task | Oct 5, 2024 | Inductive Bias | —Unverified | 0 |
| HRVMamba: High-Resolution Visual State Space Model for Dense Prediction | Oct 4, 2024 | Inductive BiasMamba | CodeCode Available | 0 |
| Linear Transformer Topological Masking with Graph Random Features | Oct 4, 2024 | Inductive Bias | —Unverified | 0 |
| Latent Action Priors for Locomotion with Deep Reinforcement Learning | Oct 4, 2024 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups | Oct 3, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance | Oct 3, 2024 | Inductive BiasMulti-agent Reinforcement Learning | —Unverified | 0 |
| Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization | Oct 2, 2024 | Inductive Bias | —Unverified | 0 |
| Equivariant score-based generative models provably learn distributions with symmetries efficiently | Oct 2, 2024 | Data AugmentationGeneralization Bounds | —Unverified | 0 |
| Boosting the Capabilities of Compact Models in Low-Data Contexts with Large Language Models and Retrieval-Augmented Generation | Oct 1, 2024 | DescriptiveInductive Bias | —Unverified | 0 |
| Sequencing the Neurome: Towards Scalable Exact Parameter Reconstruction of Black-Box Neural Networks | Sep 27, 2024 | Inductive Bias | —Unverified | 0 |
| On the Inductive Bias of Stacking Towards Improving Reasoning | Sep 27, 2024 | Inductive BiasMath | —Unverified | 0 |
| Disentanglement with Factor Quantized Variational Autoencoders | Sep 23, 2024 | DisentanglementInductive Bias | CodeCode Available | 0 |
| Stimulus-to-Stimulus Learning in RNNs with Cortical Inductive Biases | Sep 20, 2024 | Inductive Bias | —Unverified | 0 |
| Multichannel-to-Multichannel Target Sound Extraction Using Direction and Timestamp Clues | Sep 19, 2024 | Inductive BiasTarget Sound Extraction | —Unverified | 0 |
| Learning Generalized Hamiltonians using fully Symplectic Mappings | Sep 17, 2024 | Inductive Bias | —Unverified | 0 |
| Redesigning graph filter-based GNNs to relax the homophily assumption | Sep 13, 2024 | Inductive Bias | CodeCode Available | 0 |
| VI3DRM:Towards meticulous 3D Reconstruction from Sparse Views via Photo-Realistic Novel View Synthesis | Sep 12, 2024 | 3D ReconstructionDisentanglement | —Unverified | 0 |
| Adversarial Attacks on Data Attribution | Sep 9, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Differentiable programming across the PDE and Machine Learning barrier | Sep 9, 2024 | Code GenerationInductive Bias | —Unverified | 0 |
| Symmetry constrained neural networks for detection and localization of damage in metal plates | Sep 9, 2024 | Inductive BiasTime Series | —Unverified | 0 |
| Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG | Sep 5, 2024 | Adversarial RobustnessEEG | —Unverified | 0 |
| MaDis-Stereo: Enhanced Stereo Matching via Distilled Masked Image Modeling | Sep 4, 2024 | Depth EstimationDepth Prediction | —Unverified | 0 |
| UniTT-Stereo: Unified Training of Transformer for Enhanced Stereo Matching | Sep 4, 2024 | Depth EstimationInductive Bias | —Unverified | 0 |
| On the Design Space Between Transformers and Recursive Neural Nets | Sep 3, 2024 | Inductive Bias | —Unverified | 0 |
| Maelstrom Networks | Aug 29, 2024 | Continual LearningInductive Bias | —Unverified | 0 |
| The Role of Fibration Symmetries in Geometric Deep Learning | Aug 28, 2024 | Computational EfficiencyDeep Learning | —Unverified | 0 |
| Can Transformers Do Enumerative Geometry? | Aug 27, 2024 | Activation Function SynthesisCausal Inference | CodeCode Available | 0 |
| S-MolSearch: 3D Semi-supervised Contrastive Learning for Bioactive Molecule Search | Aug 27, 2024 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Equivariant Reinforcement Learning under Partial Observability | Aug 26, 2024 | Inductive Biasreinforcement-learning | —Unverified | 0 |
| Enhancing Cross-Modal Medical Image Segmentation through Compositionality | Aug 21, 2024 | DisentanglementImage Segmentation | CodeCode Available | 0 |
| MeshFormer: High-Quality Mesh Generation with 3D-Guided Reconstruction Model | Aug 19, 2024 | 3D ReconstructionImage to 3D | —Unverified | 0 |
| Graph Classification with GNNs: Optimisation, Representation and Inductive Bias | Aug 17, 2024 | Graph ClassificationInductive Bias | CodeCode Available | 0 |
| EqNIO: Subequivariant Neural Inertial Odometry | Aug 12, 2024 | Inductive Bias | —Unverified | 0 |
| Body Transformer: Leveraging Robot Embodiment for Policy Learning | Aug 12, 2024 | Computational EfficiencyInductive Bias | —Unverified | 0 |
| MSG-Chart: Multimodal Scene Graph for ChartQA | Aug 9, 2024 | Chart Question AnsweringInductive Bias | CodeCode Available | 0 |
| No-Reference Image Quality Assessment with Global-Local Progressive Integration and Semantic-Aligned Quality Transfer | Aug 7, 2024 | Blind Image Quality AssessmentImage Quality Assessment | CodeCode Available | 0 |
| Block-Operations: Using Modular Routing to Improve Compositional Generalization | Aug 1, 2024 | Inductive Bias | —Unverified | 0 |
| Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks | Jul 30, 2024 | Inductive Bias | —Unverified | 0 |
| The Role of Temporal Hierarchy in Spiking Neural Networks | Jul 26, 2024 | Inductive BiasKeyword Spotting | —Unverified | 0 |
| Systematic Reasoning About Relational Domains With Graph Neural Networks | Jul 24, 2024 | Inductive BiasSystematic Generalization | CodeCode Available | 0 |
| DSP-informed bandwidth extension using locally-conditioned excitation and linear time-varying filter subnetworks | Jul 22, 2024 | Bandwidth ExtensionInductive Bias | —Unverified | 0 |
| Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive Learning | Jul 17, 2024 | Contrastive LearningInductive Bias | CodeCode Available | 0 |
| Empowering Graph Invariance Learning with Deep Spurious Infomax | Jul 13, 2024 | Inductive Bias | CodeCode Available | 0 |
| How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation | Jul 11, 2024 | ClassificationDeep Learning | —Unverified | 0 |