Uncertainty in Artificial Intelligence

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UAI 2024 Keynote Talk 1: Nicolò Cesa-Bianchi

UAI 2024 Keynote Talk 1: Nicolò Cesa-Bianchi Uncertainty in Artificial Intelligence

324 views - 1 year ago

UAI 2024 Oral Session 3: Causality

UAI 2024 Oral Session 3: Causality Uncertainty in Artificial Intelligence

293 views - 1 year ago

UAI 2024 Tutorial 4: Geometric Probabilistic Models

UAI 2024 Tutorial 4: Geometric Probabilistic Models Uncertainty in Artificial Intelligence

4.8K views - 1 year ago

UAI 2024 Tutorial 1: An Introduction to Performative Prediction

UAI 2024 Tutorial 1: An Introduction to Performative Prediction Uncertainty in Artificial Intelligence

805 views - 1 year ago

UAI 2024 Oral Session 6: Probabilistic Modeling & Decision Making

UAI 2024 Oral Session 6: Probabilistic Modeling & Decision Making Uncertainty in Artificial Intelligence

183 views - 1 year ago

UAI 2024 Oral Session 5: Learning Algorithms

UAI 2024 Oral Session 5: Learning Algorithms Uncertainty in Artificial Intelligence

246 views - 1 year ago

UAI 2024 Oral Session 4: Sequential Learning

UAI 2024 Oral Session 4: Sequential Learning Uncertainty in Artificial Intelligence

147 views - 1 year ago

UAI 2024 Oral Session 2: Statistical Inference

UAI 2024 Oral Session 2: Statistical Inference Uncertainty in Artificial Intelligence

104 views - 1 year ago

UAI 2024 Oral Session 1: Deep Learning

UAI 2024 Oral Session 1: Deep Learning Uncertainty in Artificial Intelligence

247 views - 1 year ago

UAI 2024 Keynote Talk 2: Dominik Janzing

UAI 2024 Keynote Talk 2: Dominik Janzing Uncertainty in Artificial Intelligence

385 views - 1 year ago

UAI 2023 Poster Spotlights 4

UAI 2023 Poster Spotlights 4 Uncertainty in Artificial Intelligence

93 views - 2 years ago

UAI Oral Session 6: Probabilistic Circuits That Know What They Don't Know

UAI Oral Session 6: Probabilistic Circuits That Know What They Don't Know Uncertainty in Artificial Intelligence

194 views - 2 years ago

UAI 2023 Oral Session 6: Probabilistic Flow Circuits: Towards Deep Models for Tractable Inference

UAI 2023 Oral Session 6: Probabilistic Flow Circuits: Towards Deep Models for Tractable Inference Uncertainty in Artificial Intelligence

191 views - 2 years ago

UAI Oral Session 6: Local Message Passing on Frustrated Systems

UAI Oral Session 6: Local Message Passing on Frustrated Systems Uncertainty in Artificial Intelligence

110 views - 2 years ago

UAI 2023 Oral Session 6: On Inference and Learning With Probabilistic Generating Circuits

UAI 2023 Oral Session 6: On Inference and Learning With Probabilistic Generating Circuits Uncertainty in Artificial Intelligence

74 views - 2 years ago

UAI 2023 Oral Session 5: Revisiting Bayesian Network Learning with Small Vertex Cover

UAI 2023 Oral Session 5: Revisiting Bayesian Network Learning with Small Vertex Cover Uncertainty in Artificial Intelligence

70 views - 2 years ago

UAI 2023 Poster Spotlights 3

UAI 2023 Poster Spotlights 3 Uncertainty in Artificial Intelligence

77 views - 2 years ago

UAI 2023 Keynote Talk: Caroline Uhler "Causal Representation Learning & Optimal Intervention Design"

UAI 2023 Keynote Talk: Caroline Uhler "Causal Representation Learning & Optimal Intervention Design" Uncertainty in Artificial Intelligence

1.1K views - 2 years ago

UAI 2023 Oral Session 5: Towards Physically Reliable Molecular Representation Learning

UAI 2023 Oral Session 5: Towards Physically Reliable Molecular Representation Learning Uncertainty in Artificial Intelligence

102 views - 2 years ago

UAI 2023 Oral Session 5: Shrinkage Delinkage Trade-off In Gaussian Approx. for Variational Inference

UAI 2023 Oral Session 5: Shrinkage Delinkage Trade-off In Gaussian Approx. for Variational Inference Uncertainty in Artificial Intelligence

87 views - 2 years ago

UAI 2023 Oral Session 5: Meta Learning Control Variates Variance Reduction with Limited Data

UAI 2023 Oral Session 5: Meta Learning Control Variates Variance Reduction with Limited Data Uncertainty in Artificial Intelligence

106 views - 2 years ago

UAI 2023 Keynote: Victor Chernozhukov "Long Story Short: Omitted Variable Bias in Causal ML"

UAI 2023 Keynote: Victor Chernozhukov "Long Story Short: Omitted Variable Bias in Causal ML" Uncertainty in Artificial Intelligence

1.5K views - 2 years ago

UAI 2023 Oral Session 4: Provably Efficient Adversarial Imitation Learning with Unknown Transitions

UAI 2023 Oral Session 4: Provably Efficient Adversarial Imitation Learning with Unknown Transitions Uncertainty in Artificial Intelligence

95 views - 2 years ago

UAI 2023 Oral Session 4: Conditional Abstraction Trees for Sample Efficient Reinforcement Learning

UAI 2023 Oral Session 4: Conditional Abstraction Trees for Sample Efficient Reinforcement Learning Uncertainty in Artificial Intelligence

141 views - 2 years ago

UAI 2023 Oral Session 4: Keep-Alive Caching for the Hawkes Process

UAI 2023 Oral Session 4: Keep-Alive Caching for the Hawkes Process Uncertainty in Artificial Intelligence

163 views - 2 years ago

UAI 2023 Oral Session 4: Learning from Low Rank Tensor Data: A Random Tensor Theory Perspective

UAI 2023 Oral Session 4: Learning from Low Rank Tensor Data: A Random Tensor Theory Perspective Uncertainty in Artificial Intelligence

61 views - 2 years ago

UAI 2023 Oral Session 3: Partial Identification of Dose Responses with Hidden Confounders

UAI 2023 Oral Session 3: Partial Identification of Dose Responses with Hidden Confounders Uncertainty in Artificial Intelligence

122 views - 2 years ago

UAI 2023 Oral Session 3: Functional Causal Bayesian Optimization

UAI 2023 Oral Session 3: Functional Causal Bayesian Optimization Uncertainty in Artificial Intelligence

255 views - 2 years ago

UAI 2023 Oral Session 3: On Testability and Goodness of Fit Tests in Missing Data Models

UAI 2023 Oral Session 3: On Testability and Goodness of Fit Tests in Missing Data Models Uncertainty in Artificial Intelligence

58 views - 2 years ago

UAI 2023 Oral Session 3: Establishing Markov Equivalence in Cyclic Directed Graphs

UAI 2023 Oral Session 3: Establishing Markov Equivalence in Cyclic Directed Graphs Uncertainty in Artificial Intelligence

65 views - 2 years ago

UAI 2023 Tutorial: Causal Representation Learning

UAI 2023 Tutorial: Causal Representation Learning Uncertainty in Artificial Intelligence

2.7K views - 2 years ago

UAI 2023 Tutorial: Online Optimization Meets Federated Learning

UAI 2023 Tutorial: Online Optimization Meets Federated Learning Uncertainty in Artificial Intelligence

352 views - 2 years ago

UAI 2023 Tutorial: Data Compression With Machine Learning

UAI 2023 Tutorial: Data Compression With Machine Learning Uncertainty in Artificial Intelligence

1.2K views - 2 years ago

UAI 2023 Tutorial: Structure Learning Using Benchpress

UAI 2023 Tutorial: Structure Learning Using Benchpress Uncertainty in Artificial Intelligence

397 views - 2 years ago

UAI 2023 Tutorial: Towards Causal Foundations of Safe AI

UAI 2023 Tutorial: Towards Causal Foundations of Safe AI Uncertainty in Artificial Intelligence

656 views - 2 years ago

UAI 2023 Oral Session 2: Parity Calibration

UAI 2023 Oral Session 2: Parity Calibration Uncertainty in Artificial Intelligence

191 views - 2 years ago

UAI 2023 Oral Session 1: Neural Probabilistic Logic Programming in Discrete Continuous Domains

UAI 2023 Oral Session 1: Neural Probabilistic Logic Programming in Discrete Continuous Domains Uncertainty in Artificial Intelligence

220 views - 2 years ago

UAI 2023 Oral Session 2: Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty

UAI 2023 Oral Session 2: Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty Uncertainty in Artificial Intelligence

197 views - 2 years ago

UAI 2023 Oral Session 1: On Minimizing the Impact of Dataset Shifts on Actionable Explanations

UAI 2023 Oral Session 1: On Minimizing the Impact of Dataset Shifts on Actionable Explanations Uncertainty in Artificial Intelligence

67 views - 2 years ago

UAI 2023 Oral Session 2: Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning

UAI 2023 Oral Session 2: Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning Uncertainty in Artificial Intelligence

2.9K views - 2 years ago

UAI 2023 Poster Spotlights 2

UAI 2023 Poster Spotlights 2 Uncertainty in Artificial Intelligence

117 views - 2 years ago

UAI 2023 Poster Spotlights 1

UAI 2023 Poster Spotlights 1 Uncertainty in Artificial Intelligence

151 views - 2 years ago

UAI 2023 Oral Session 1: MixupE Understanding and Improving Mixup from Directional Derivative

UAI 2023 Oral Session 1: MixupE Understanding and Improving Mixup from Directional Derivative Uncertainty in Artificial Intelligence

198 views - 2 years ago

UAI 2023 Oral Session 2: Human in the Loop Mixup

UAI 2023 Oral Session 2: Human in the Loop Mixup Uncertainty in Artificial Intelligence

88 views - 2 years ago

UAI 2023 Opening and Keynote Talk: Alexandra Chouldechova "Algorithms in Unjust Systems"

UAI 2023 Opening and Keynote Talk: Alexandra Chouldechova "Algorithms in Unjust Systems" Uncertainty in Artificial Intelligence

310 views - 2 years ago

UAI 2023 Oral Session 1: An Improved Variational Approximate Posterior for the Deep Wishart

UAI 2023 Oral Session 1: An Improved Variational Approximate Posterior for the Deep Wishart Uncertainty in Artificial Intelligence

155 views - 2 years ago

Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects

Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects Uncertainty in Artificial Intelligence

189 views - 5 years ago

Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals

Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals Uncertainty in Artificial Intelligence

207 views - 5 years ago

Relaxed Multivariate Bernoulli Distribution and Its Applications to Deep Generative Models

Relaxed Multivariate Bernoulli Distribution and Its Applications to Deep Generative Models Uncertainty in Artificial Intelligence

823 views - 5 years ago

Dueling Posterior Sampling for Preference-Based Reinforcement Learning

Dueling Posterior Sampling for Preference-Based Reinforcement Learning Uncertainty in Artificial Intelligence

180 views - 5 years ago

Bounding the expected run-time of nonconvex optimization with early stopping

Bounding the expected run-time of nonconvex optimization with early stopping Uncertainty in Artificial Intelligence

41 views - 5 years ago

Efficient Rollout Strategies for Bayesian Optimization

Efficient Rollout Strategies for Bayesian Optimization Uncertainty in Artificial Intelligence

220 views - 5 years ago

Bayesian Online Prediction of Change Points

Bayesian Online Prediction of Change Points Uncertainty in Artificial Intelligence

3.4K views - 5 years ago

Distortion estimates for approximate Bayesian inference

Distortion estimates for approximate Bayesian inference Uncertainty in Artificial Intelligence

183 views - 5 years ago

Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles

Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles Uncertainty in Artificial Intelligence

542 views - 5 years ago

Adversarial Learning for 3D Matching

Adversarial Learning for 3D Matching Uncertainty in Artificial Intelligence

185 views - 5 years ago

Amortized Nesterov's Momentum: A Robust Momentum and Its Application to Deep Learning

Amortized Nesterov's Momentum: A Robust Momentum and Its Application to Deep Learning Uncertainty in Artificial Intelligence

82 views - 5 years ago

99% of Worker-Master Communication in Distributed Optimization Is Not Needed

99% of Worker-Master Communication in Distributed Optimization Is Not Needed Uncertainty in Artificial Intelligence

94 views - 5 years ago

Batch norm with entropic regularization turns deterministic autoencoders into generative models

Batch norm with entropic regularization turns deterministic autoencoders into generative models Uncertainty in Artificial Intelligence

193 views - 5 years ago

Bounded Rationality in Las Vegas: Probabilistic Finite Automata Play Multi-Armed Bandits

Bounded Rationality in Las Vegas: Probabilistic Finite Automata Play Multi-Armed Bandits Uncertainty in Artificial Intelligence

158 views - 5 years ago