Papers
12094 papers
UAI2024
Decentralized Online Learning in General-Sum Stackelberg Games
Summary pending...
Stackelberg games; Bandits; Online learning;
UAI2024
Trusted re-weighting for label distribution learning
Summary pending...
label distribution learning
UAI2024
Partial Identification with Proxy of Latent Confoundings via Sum-of-ratios Fractional Programming
Summary pending...
causal effect;
UAI2024
SMuCo: Reinforcement Learning for Visual Control via Sequential Multi-view Total Correlation
Summary pending...
reinforcement learningvisual controlmulti-view total correlation
UAI2024
Fast Reliability Estimation for Neural Networks with Adversarial Attack-Driven Importance Sampling
Summary pending...
Deep Neural NetworksReliabilityAdversarial Attacks
UAI2024
Learning from Crowds with Dual-View K-Nearest Neighbor
Summary pending...
CrowdsourcingLabel integrationK-Nearest Neighbor
UAI2024
BanditQ:Fair Bandits with Guaranteed Rewards
Summary pending...
Banditsfairnessregret bounds
UAI2024
Efficient Monte Carlo Tree Search via On-the-Fly State-Conditioned Action Abstraction
Summary pending...
Monte Carlo tree searchContext-specific independence
UAI2024
Towards Minimax Optimality of Model-based Robust Reinforcement Learning
Summary pending...
Robust MDPsRobust Reinforcement LearningSample complexity
UAI2024
Neighbor Similarity and Multimodal Alignment based Product Recommendation Study
Summary pending...
Neighbor similarity graph convolutional network; Multimodal alignment and fusion; User preference information enhancement; Multimodal recommendation
UAI2024
Differentiable Pareto-Smoothed Weighting for High-Dimensional Heterogeneous Treatment Effect Estimation
Summary pending...
treatment effect estimationPareto smoothing
UAI2024
Calibrated and Conformal Propensity Scores for Causal Effect Estimation
Summary pending...
Causal InferenceConformal PredictionPropensity Scores
UAI2024
Hybrid CtrlFormer: Learning Adaptive Search Space Partition for Hybrid Action Control via Transformer-based Monte Carlo Tree Search
Summary pending...
Deep Reinforcement LearningHybrid Action Space ControlTransformer
UAI2024
Online Policy Optimization for Robust Markov Decision Process
Summary pending...
reinforcement learning
UAI2024
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-variable Context Encoding
Summary pending...
normalizing flowscontextsdiscrete
UAI2024
Inference for Optimal Linear Treatment Regimes in Personalized Decision-making
Summary pending...
Linear treatment regime; Double robustness; Cube root asymptotics; Bootstrapping.
UAI2024
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States
Summary pending...
Generalizationinformation-theoretic generalization boundSGD
UAI2024
Inference in Probabilistic Answer Set Programs with Imprecise Probabilities via Optimization
Summary pending...
probabilistic answer set programmingstatistical relational artificial intelligenceimprecise probabilities