conftrace_

theoretical guarantee

41 papers

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Co-occurring keywords

neural network (6616) deep neural network (1803) algorithm configuration (18) lower bound (173) regret bound (1926) parameter tuning (36) multi-objective optimization (364) distribution shift (722) theoretical analysis (97) sample complexity (1169)

Papers

Practical, Utilitarian Algorithm Configuration AAAI 2026
CertMask: Certifiable Defense Against Adversarial Patches via Theoretically Optimal Mask Coverage AAAI 2026
These Aren’t the Vectors You’re Looking For: A Proof of Quantum Advantage in Compositional Generalization IJCNLP 2025
Local Linear Recovery Guarantee of Deep Neural Networks at Overparameterization JMLR 2025
The First Theoretical Approximation Guarantees for the Non-Dominated Sorting Genetic Algorithm III (NSGA-III) IJCAI 2025
Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025
On Inference for the Support Vector Machine JMLR 2025
Score-based generative models are provably robust: an uncertainty quantification perspective NIPS 2024
Learning-Based Algorithms for Graph Searching Problems AISTATS 2024
Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024
Unsupervised Object Detection with Theoretical Guarantees NIPS 2024
MIM-Reasoner: Learning with Theoretical Guarantees for Multiplex Influence Maximization AISTATS 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges IJCAI 2024
Revisiting Pseudo-Label for Single-Positive Multi-Label Learning ICML 2023
Rethinking Backdoor Attacks ICML 2023
Provable Detection of Propagating Sampling Bias in Prediction Models AAAI 2023
Structured Prediction with Stronger Consistency Guarantees NIPS 2023
AC-Band: A Combinatorial Bandit-Based Approach to Algorithm Configuration AAAI 2023
Convolutional and Residual Networks Provably Contain Lottery Tickets ICML 2022
Domain Adaptation via Maximizing Surrogate Mutual Information IJCAI 2022
Nearly Optimal Policy Optimization with Stable at Any Time Guarantee ICML 2022
Provable Guarantees for Understanding Out-of-Distribution Detection AAAI 2022
When to Update Your Model: Constrained Model-based Reinforcement Learning NIPS 2022
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments NIPS 2022
Multi-Objective Submodular Maximization by Regret Ratio Minimization with Theoretical Guarantee AAAI 2021