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Inductive Bias

Papers

Showing 13011350 of 1529 papers

TitleStatusHype
A case for new neural networks smoothness constraints0
Neuralizing Efficient Higher-order Belief Propagation0
Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets?0
Generalizable Machine Learning in Neuroscience using Graph Neural Networks0
Can RNNs trained on harder subject-verb agreement instances still perform well on easier ones?Code0
Sparse Spectrum Warped Input Measures for Nonstationary Kernel Learning0
Shot in the Dark: Few-Shot Learning with No Base-Class Labels0
Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational AutoencodersCode0
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time0
Open-set Short Utterance Forensic Speaker Verification using Teacher-Student Network with Explicit Inductive Bias0
Collaborative Group Learning0
Multilinear Latent Conditioning for Generating Unseen Attribute Combinations0
Uncovering the Corona Virus Map Using Deep Entities and Relationship Models0
Sparse Meta Networks for Sequential Adaptation and its Application to Adaptive Language Modelling0
Prevalence of Neural Collapse during the terminal phase of deep learning trainingCode0
Learning Insulin-Glucose Dynamics in the Wild0
Shallow Univariate ReLu Networks as Splines: Initialization, Loss Surface, Hessian, & Gradient Flow Dynamics0
Towards Learning Convolutions from ScratchCode0
Hierachial Protein Function Prediction with Tails-GNNs0
Learning Structured Latent Factors from Dependent Data:A Generative Model Framework from Information-Theoretic Perspective0
Learning to Match Distributions for Domain Adaptation0
Learning Multiplicative Interactions with Bayesian Neural Networks for Visual-Inertial Odometry0
Can neural networks acquire a structural bias from raw linguistic data?0
Program Synthesis with Pragmatic Communication0
Ridge Regression with Over-Parametrized Two-Layer Networks Converge to Ridgelet Spectrum0
Group Equivariant Deep Reinforcement LearningCode0
Improving Image Captioning with Better Use of Caption0
Identifying Collaborative Conversations using Latent Discourse Behaviors0
GCN-BMP: Investigating Graph Representation Learning for DDI Prediction Task0
Is SGD a Bayesian sampler? Well, almost0
Robust Domain Adaptation: Representations, Weights and Inductive Bias0
Spectral Bias and Task-Model Alignment Explain Generalization in Kernel Regression and Infinitely Wide Neural NetworksCode0
Maximum Roaming Multi-Task LearningCode0
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds0
DNF-Net: A Neural Architecture for Tabular Data0
Information-Theoretic Generalization Bounds for Meta-Learning and Applications0
Phonetic and Visual Priors for Decipherment of Informal RomanizationCode0
Stolen Probability: A Structural Weakness of Neural Language ModelsCode0
Towards a Deep Network Architecture for Structured Smoothness0
Generalization of Two-layer Neural Networks: An Asymptotic Viewpoint0
Implementing Inductive bias for different navigation tasks through diverse RNN attrractors0
Multi-scale Transformer Language Models0
Multiplicative Interactions and Where to Find Them0
Molecular Design in Synthetically Accessible Chemical Space via Deep Reinforcement Learning0
Variational Integrator Graph Networks for Learning Energy Conserving Dynamical SystemsCode0
Towards causal generative scene models via competition of experts0
Learning the grammar of drug prescription: recurrent neural network grammars for medication information extraction in clinical texts0
Syntax-driven Iterative Expansion Language Models for Controllable Text Generation0
Weight Priors for Learning Identity Relations0
PushNet: Efficient and Adaptive Neural Message PassingCode0
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