Papers

12094 papers

UAI2024

Neural Optimal Transport with Lagrangian Costs

Summary pending...

neural optimal transportLagrangian costsRiemannian geometry
UAI2024

Model-Free Robust Reinforcement Learning with Sample Complexity Analysis

Summary pending...

robust reinforcement learningsample complexitydistributionally robust optimization
UAI2024

Conditional Bayesian Quadrature

Summary pending...

Bayesian QuadratureProbabilistic NumericsGaussian Process
UAI2024

Characterizing Data Point Vulnerability as Average-Case Robustness

Summary pending...

Trustworthy AIDeep LearningRobustness
UAI2024

Multi-fidelity Bayesian Optimization with Multiple Information Sources of Input-dependent Fidelity

Summary pending...

Bayesian OptimizationMulti-Fidelity BO
UAI2024

Approximation Algorithms for Observer Aware MDPs

Summary pending...

MDPOADMPlegibility
UAI2024

Discrete Probabilistic Inference as Control in Multi-path Environments

Summary pending...

maximum entropy reinforcement learninggenerative flow networksdiscrete probabilistic inference
UAI2024

To smooth a cloud or to pin it down: Expressiveness guarantees and insights on score matching in denoising diffusion models

Summary pending...

Denoising Diffusion ModelsScore MatchingTimereveral
UAI2024

Identifying Homogeneous and Interpretable Groups for Conformal Prediction

Summary pending...

Uncertainty Quantification; Group Discovery; Trustworthy AI; Conformal Prediction
UAI2024

Decentralized Two-Sided Bandit Learning in Matching Market

Summary pending...

Multi-agent Reinforcement LearningBanditsTwo-sided Matching
UAI2024

GCVR: Reconstruction from Cross-View Enable Sufficient and Robust Graph Contrastive Learning

Summary pending...

Graph Neural NetworkGraph Self-supervised Learning
UAI2024

Investigating the Impact of Model Width and Density on Generalization in Presence of Label Noise

Summary pending...

Generalization; Double Descent
UAI2024

Center-Based Relaxed Learning Against Membership Inference Attacks

Summary pending...

PrivacyMetric LearningRepresentation Learning
UAI2024

Fair Active Learning in Low-Data Regimes

Summary pending...

FairnessActive Learning
UAI2024

Bias-aware Boolean Matrix Factorization Using Disentangled Representation Learning

Summary pending...

Boolean matrix factorizationdisentangled representation learningbias-aware
UAI2024

EntProp: High Entropy Propagation for Improving Accuracy and Robustness

Summary pending...

EntropyRobustnessAuxiliary Batch Normalization
UAI2024

Quantum Kernelized Bandits

Summary pending...

banditsquantumBayesian optimization
UAI2024

Revisiting Convergence of AdaGrad with Relaxed Assumptions

Summary pending...

convergence theoryhigh probabilityadaptive gradient methods
UAI2024

Memorization Capacity for Additive Fine-Tuning with Small ReLU Networks

Summary pending...

Fine-TuningMemorization Capacity
UAI2024

Approximate Kernel Density Estimation under Metric-based Local Differential Privacy

Summary pending...

kernel density estimationlocal differential privacylocality-sensitive hashing