conftrace_
← Application Areas
Machine Learning › Application Areas ›

Risk Management

1,064 papers

Papers per year

2
6
121
135
'10
'15
'20
'25

Papers

Provable Guarantees for Generative Behavior Cloning: Bridging Low-Level Stability and High-Level Behavior NIPS 2023
Mechanism Design for Collaborative Normal Mean Estimation NIPS 2023
On the Powerfulness of Textual Outlier Exposure for Visual OoD Detection NIPS 2023
On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes NIPS 2023
Distributional Model Equivalence for Risk-Sensitive Reinforcement Learning NIPS 2023
Stable Diffusion is Unstable NIPS 2023
Improved Bayes Risk Can Yield Reduced Social Welfare Under Competition NIPS 2023
Hardware Resilience Properties of Text-Guided Image Classifiers NIPS 2023
Robust Bayesian Satisficing NIPS 2023
Balancing Risk and Reward: A Batched-Bandit Strategy for Automated Phased Release NIPS 2023
Adversarially Robust Distributed Count Tracking via Partial Differential Privacy NIPS 2023
One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning NIPS 2023
GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image NIPS 2023
Bounding training data reconstruction in DP-SGD NIPS 2023
Rehearsal Learning for Avoiding Undesired Future NIPS 2023
Constrained Market Share Maximization by Signal-Guided Optimization AAAI 2023
Integrating Reward Maximization and Population Estimation: Sequential Decision-Making for Internal Revenue Service Audit Selection AAAI 2023
PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability AAAI 2023
Loan Fraud Users Detection in Online Lending Leveraging Multiple Data Views AAAI 2023
Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design AAAI 2023
Safe Multi-View Deep Classification AAAI 2023
A Model-Agnostic Heuristics for Selective Classification AAAI 2023
DARL: Distance-Aware Uncertainty Estimation for Offline Reinforcement Learning AAAI 2023
Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results AAAI 2023
Networked Restless Bandits with Positive Externalities AAAI 2023