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Inductive Bias

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Showing 301–350 of 1529 papers

TitleStatusHype
Bundle Neural Networks for message diffusion on graphs—0
MLPs Learn In-Context on Regression and Classification TasksCode1
Symmetric Linear Bandits with Hidden SymmetryCode0
Control, Transport and Sampling: Towards Better Loss Design—0
Bond Graphs for multi-physics informed Neural Networks for multi-variate time series—0
Learning Object-Centric Representation via Reverse Hierarchy Guidance—0
Forecasting with Hyper-TreesCode1
Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular DomainsCode1
OXYGENERATOR: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning—0
Finding structure in logographic writing with library learning—0
Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning—0
The Role of Learning Algorithms in Collective Action—0
sc-OTGM: Single-Cell Perturbation Modeling by Solving Optimal Mass Transport on the Manifold of Gaussian Mixtures—0
Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data LearnerCode1
Convolutional Learning on Directed Acyclic GraphsCode0
U-DiTs: Downsample Tokens in U-Shaped Diffusion TransformersCode3
No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural NetworksCode1
Hidden Synergy: L_1 Weight Normalization and 1-Path-Norm Regularization—0
Changing the Training Data Distribution to Reduce Simplicity Bias Improves In-distribution Generalization—0
Learning Syntax Without Planting Trees: Understanding When and Why Transformers Generalize HierarchicallyCode0
Gradformer: Graph Transformer with Exponential DecayCode2
SPARO: Selective Attention for Robust and Compositional Transformer Encodings for VisionCode0
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and ChallengesCode2
Are Biological Systems More Intelligent Than Artificial Intelligence?—0
Uncertainty in latent representations of variational autoencoders optimized for visual tasksCode0
BMapEst: Estimation of Brain Tissue Probability Maps using a Differentiable MRI SimulatorCode0
Masked Latent Transformer with the Random Masking Ratio to Advance the Diagnosis of Dental FluorosisCode0
Spectral Convolutional Conditional Neural ProcessesCode0
Do LLMs Think Fast and Slow? A Causal Study on Sentiment AnalysisCode0
A provable control of sensitivity of neural networks through a direct parameterization of the overall bi-LipschitznessCode0
In-Context Translation: Towards Unifying Image Recognition, Processing, and Generation—0
Technical Report: The Graph Spectral Token -- Enhancing Graph Transformers with Spectral InformationCode0
HSViT: Horizontally Scalable Vision TransformerCode1
On Computational Modeling of Sleep-Wake Cycle—0
GvT: A Graph-based Vision Transformer with Talking-Heads Utilizing Sparsity, Trained from Scratch on Small Datasets—0
Efficient Learnable Collaborative Attention for Single Image Super-Resolution—0
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity—0
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed DatasetsCode1
Harnessing The Power of Attention For Patch-Based Biomedical Image Classification—0
Structured Initialization for Attention in Vision TransformersCode0
Unveiling Divergent Inductive Biases of LLMs on Temporal DataCode0
Learning to Rank Patches for Unbiased Image Redundancy ReductionCode0
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series AnalysisCode1
Track Everything Everywhere Fast and Robustly—0
Incorporating Exponential Smoothing into MLP: A Simple but Effective Sequence ModelCode0
Laplacian-guided Entropy Model in Neural Codec with Blur-dissipated Synthesis—0
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs—0
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time seriesCode3
Image Classification with Rotation-Invariant Variational Quantum Circuits—0
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