Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning | Paper Citation Record

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning write newline

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This paper cites B., Mironov, I., Talwar, K., and Zhang, L.

Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning B., Mironov, I., Talwar, K., and Zhang, L

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Kang, D

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Estimating Example Difficulty Using Variance of Gradients

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning GluonTS: Probabilistic Time Series Models in Python

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Concrete Problems in AI Safety

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This paper cites A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification.

Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Differential privacy has disparate impact on model accuracy

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Deep learning through the lens of example difficulty

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning QSAR fish toxicity

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Window-based distribution shift detection for deep neural networks

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Private empirical risk minimization: Efficient algorithms and tight error bounds

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Stability of stochastic gradient descent on nonsmooth convex losses

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Kohavi, R

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning T., and Nakkiran, P

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning M., Kucukelbir, A., and McAuliffe, J

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Weight uncertainty in neural network

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Food-101 -- mining discriminative components with random forests

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Honaker, J

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Bagging predictors

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Universally composable security: a new paradigm for cryptographic protocols

Reference 26

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Artificial intelligence, bias and clinical safety

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Active bias: Training more accurate neural networks by emphasizing high variance samples

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Checkpoint Ensembles: Ensemble Methods from a Single Training Process

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning An optimum character recognition system using decision functions

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Learning with rejection

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unbiased Statistical Estimation and Valid Confidence Intervals Under Differential Privacy

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Multiparty computation from somewhat homomorphic encryption

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning A probabilistic theory of pattern recognition, volume 31

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Retiring adult: New datasets for fair machine learning

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Revisiting the evaluation of uncertainty estimation and its application to explore model complexity-uncertainty trade-off

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Calibrating noise to sensitivity in private data analysis

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning The algorithmic foundations of differential privacy

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning $p$-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Wiener, Y

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Statistically valid inferences from privacy protected data

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Zhang, C

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Selective prediction-set models with coverage rate guarantees

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning O., Hajimirsadeghi, H., and Abdi, A

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Parametric bootstrap for differentially private confidence intervals

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Conformal prediction: a unified review of theory and new challenges

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning A., Thomas, M

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Constant-overhead zero-knowledge for RAM programs

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Ghahramani, Z

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning What Can We Learn From The Selective Prediction And Uncertainty Estimation Performance Of 523 Imagenet Classifiers

Reference 56

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Selective classification via one-sided prediction

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Experimenting with zero-knowledge proofs of training

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and El-Yaniv, R

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and El-Yaniv, R

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Bias-Reduced Uncertainty Estimation for Deep Neural Classifiers

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Raftery, A

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning The knowledge complexity of interactive proof-systems

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning When does a predictor know its own loss?

Reference 67

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Bounded-abstaining classification for breast tumors in imbalanced ultrasound images

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Scalable zero-knowledge proofs for non-linear functions in machine learning

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Equality of opportunity in supervised learning

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Train faster, generalize better: Stability of stochastic gradient descent

Reference 72

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Deep residual learning for image recognition

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Multicalibration: Calibration for the (computationally-identifiable) masses

Reference 74

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Dietterich, T

Reference 75

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 76

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Scaling Out-of-Distribution Detection for Real-World Settings

Reference 77

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Statlog (German Credit Data)

Reference 78

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning What Do Compressed Deep Neural Networks Forget?

Reference 79

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Detection of traffic signs in real-world images: The G erman T raffic S ign D etection B enchmark

Reference 80

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Snapshot Ensembles: Train 1, get M for free

Reference 81

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Self-adaptive training: beyond empirical risk minimization

Reference 82

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Waegeman, W

Reference 83

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning forecasting with exponential smoothing

Reference 84

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Assessing Generalization of SGD via Disagreement

Reference 85

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning D., and Yuan, B

Reference 86

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Characterizing Structural Regularities of Labeled Data in Overparameterized Models

Reference 87

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Selective Classification Can Magnify Disparities Across Groups

Reference 88

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Finite Sample Differentially Private Confidence Intervals

Reference 89

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unanimous Prediction for 100% Precision with Application to Learning Semantic Mappings

Reference 90

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents

Reference 91

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning W., Sagawa, S., Marklund, H., Xie, S

Reference 92

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Unresolved cited work

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Empirical data drift detection experiments on real-world medical imaging data

Reference 94

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning and Arce, G

Reference 95

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning 3d object representations for fine-grained categorization

Reference 96

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Learning multiple layers of features from tiny images

Reference 97

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with dirichlet calibration

Reference 98

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Simple and scalable predictive uncertainty estimation using deep ensembles

Reference 99

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Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning Simple and scalable predictive uncertainty estimation using deep ensembles

Reference 100

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