conftrace_

model uncertainty

90 papers

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Co-occurring keywords

uncertainty quantification (1393) bayesian inference (1907) uncertainty estimation (648) neural network (6616) active learning (1301) data uncertainty (10) large language model (13587) gaussian process (1200) out-of-distribution detection (617) reinforcement learning (4352)

Papers

Reliable Post hoc Explanations: Modeling Uncertainty in Explainability NIPS 2021
The Impact of Data on the Stability of Learning-Based Control L4DC 2021
Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding ICML 2021
Online Robust Control of Nonlinear Systems with Large Uncertainty AISTATS 2021
Model Uncertainty Guides Visual Object Tracking AAAI 2021
Improving Classifier Confidence using Lossy Label-Invariant Transformations AISTATS 2021
Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks COLING 2020
Improving Input-Output Linearizing Controllers for Bipedal Robots via Reinforcement Learning L4DC 2020
Planning and Execution using Inaccurate Models with Provable Guarantees RSS 2020
Learning for Safety-Critical Control with Control Barrier Functions L4DC 2020
Multi-Hypothesis Machine Translation Evaluation ACL 2020
Estimating predictive uncertainty for rumour verification models ACL 2020
Meta-Learning PAC-Bayes Priors in Model Averaging AAAI 2020
Estimating Model Uncertainty of Neural Networks in Sparse Information Form ICML 2020
Guaranteeing Safety of Learned Perception Modules via Measurement-Robust Control Barrier Functions CORL 2020
Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions RSS 2020
Robust Multi-Agent Reinforcement Learning with Model Uncertainty NIPS 2020
MOPO: Model-based Offline Policy Optimization NIPS 2020
Depth Uncertainty in Neural Networks NIPS 2020
Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019
Quantifying Uncertainties in Natural Language Processing Tasks AAAI 2019
Accurate Uncertainty Estimation and Decomposition in Ensemble Learning NIPS 2019
Practical Obstacles to Deploying Active Learning EMNLP 2019
Universal Adversarial Perturbation via Prior Driven Uncertainty Approximation ICCV 2019
Practical Obstacles to Deploying Active Learning IJCNLP 2019