hyperparameter tuning

SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters ICLR 2025 Specialized Foundation Models Struggle to Beat Supervised Baselines ICLR 2025 The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited ICLR 2025 Theoretical Analysis of Leave-one-out Cross Validation for Non-differentiable Penalties under High-dimensional Settings AISTATS 2025 Towards General-Purpose Model-Free Reinforcement Learning ICLR 2025 Towards hyperparameter-free optimization with differential privacy ICLR 2025 Tuning Algorithmic and Architectural Hyperparameters in Graph-Based Semi-Supervised Learning with Provable Guarantees UAI 2025 A Thorough Examination of Decoding Methods in the Era of LLMs EMNLP 2024 AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation EMNLP 2024 Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal NeurIPS 2024 Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NeurIPS 2024 Can We Evaluate Domain Adaptation Models Without Target-Domain Labels? ICLR 2024 Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification NeurIPS 2024 Convergence of Bayesian Bilevel Optimization ICLR 2024 Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization AISTATS 2024 Habesha@DravidianLangTech 2024: Detecting Fake News Detection in Dravidian Languages using Deep Learning EACL 2024 HyperFast: Instant Classification for Tabular Data AAAI 2024 Hyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study CLeaR 2024 Improving Equivariant Model Training via Constraint Relaxation NeurIPS 2024 INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition Interspeech 2024 Kernel-Based Evaluation of Conditional Biological Sequence Models ICML 2024 Large Language Models to Enhance Bayesian Optimization ICLR 2024 LLM can Achieve Self-Regulation via Hyperparameter Aware Generation ACL 2024 Multilevel Analysis of Biomedical Domain Adaptation of Llama 2: What Matters the Most? A Case Study ACL 2024 On Convergence of Adam for Stochastic Optimization under Relaxed Assumptions NeurIPS 2024