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Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Counting, Sampling, and Synthesis: The Quest for Scalability IJCAI 2022
Adaptive Stochastic MPC under Unknown Noise Distribution L4DC 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health AAAI 2022
How to Learn when Data Gradually Reacts to Your Model AISTATS 2022
Collie: Finding Performance Anomalies in RDMA Subsystems NSDI 2022
Quantum Algorithms for Sampling Log-Concave Distributions and Estimating Normalizing Constants NIPS 2022
Explain My Surprise: Learning Efficient Long-Term Memory by predicting uncertain outcomes NIPS 2022
Online Bin Packing with Predictions IJCAI 2022
Runtime Analysis of Single- and Multi-Objective Evolutionary Algorithms for Chance Constrained Optimization Problems with Normally Distributed Random Variables IJCAI 2022
Learning Linear Models Using Distributed Iterative Hessian Sketching L4DC 2022
Data-Driven Safety Verification of Stochastic Systems via Barrier Certificates: A Wait-and-Judge Approach L4DC 2022
Social-Inverse: Inverse Decision-making of Social Contagion Management with Task Migrations NIPS 2022
ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits ACML 2022
Data-Driven Chance Constrained Control using Kernel Distribution Embeddings L4DC 2022
Stochastic Variance Reduction for Variational Inequality Methods COLT 2022
ZARTS: On Zero-order Optimization for Neural Architecture Search NIPS 2022
Rapid Convergence of Informed Importance Tempering AISTATS 2022
Uncertainty Quantification for Low-Rank Matrix Completion with Heterogeneous and Sub-Exponential Noise AISTATS 2022
SAPD+: An Accelerated Stochastic Method for Nonconvex-Concave Minimax Problems NIPS 2022
A norm optimisation approach to SDGs: tackling poverty by acting on discrimination IJCAI 2022
Optimal and instance-dependent guarantees for Markovian linear stochastic approximation COLT 2022
A Continuous Time Framework for Discrete Denoising Models NIPS 2022
Interaction and Expressivity in Collective Decision-Making IJCAI 2022
Efficient Algorithms for Extreme Bandits AISTATS 2022
Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity NIPS 2022