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Risk Management

1053 directly classified papers

Papers per year

Papers

JAWS: Auditing Predictive Uncertainty Under Covariate Shift NIPS 2022
Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling SEMEVAL 2022
Learning to Control Linear Systems can be Hard COLT 2022
Robustly-reliable learners under poisoning attacks COLT 2022
On-the-fly adaptation of patrolling strategies in changing environments UAI 2022
When to Intervene: Learning Optimal Intervention Policies for Critical Events NIPS 2022
Neural-progressive hedging: Enforcing constraints in reinforcement learning with stochastic programming UAI 2022
Self-distribution distillation: efficient uncertainty estimation UAI 2022
A geometric method for improved uncertainty estimation in real-time UAI 2022
Distributed Distributionally Robust Optimization with Non-Convex Objectives NIPS 2022
BIT-MI Deep Learning-based Model to Non-intrusive Speech Quality Assessment Challenge in Online Conferencing Applications INTERSPEECH 2022
Performative Power NIPS 2022
Beyond Mahalanobis Distance for Textual OOD Detection NIPS 2022
FasterRisk: Fast and Accurate Interpretable Risk Scores NIPS 2022
Obtaining Calibrated Probabilities with Personalized Ranking Models AAAI 2022
AnchorFace: Boosting TAR@FAR for Practical Face Recognition AAAI 2022
DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022
Amplifying Membership Exposure via Data Poisoning NIPS 2022
Efficient Risk-Averse Reinforcement Learning NIPS 2022
On the Limitations of Reference-Free Evaluations of Generated Text EMNLP 2022
Robust Models are less Over-Confident NIPS 2022
BagFlip: A Certified Defense Against Data Poisoning NIPS 2022
UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NIPS 2022
AI Facilitated Isolations? The Impact of Recommendation-based Influence Diffusion in Human Society IJCAI 2022
Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022