efficiency

All-Purpose Mean Estimation over R: Optimal Sub-Gaussianity with Outlier Robustness and Low Moments Performance ICML 2025 A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability ICML 2025 AUTOCIRCUIT-RL: Reinforcement Learning-Driven LLM for Automated Circuit Topology Generation ICML 2025 Closed-form Solutions: A New Perspective on Solving Differential Equations ICML 2025 How to Train Your Multi-Exit Model? Analyzing the Impact of Training Strategies ICML 2025 Hyper: Hyperparameter Robust Efficient Exploration in Reinforcement Learning ICML 2025 Let LLM Tell What to Prune and How Much to Prune ICML 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency ICML 2025 Online Sparsification of Bipartite-Like Clusters in Graphs ICML 2025 Perceptual-GS: Scene-adaptive Perceptual Densification for Gaussian Splatting ICML 2025 Position: Scaling LLM Agents Requires Asymptotic Analysis with LLM Primitives ICML 2025 Reinforced Lifelong Editing for Language Models ICML 2025 xLSTM 7B: A Recurrent LLM for Fast and Efficient Inference ICML 2025 A Linear Time and Space Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture (VecKM) ICML 2024 APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference ICML 2024 convSeq: Fast and Scalable Method for Detecting Patterns in Spike Data ICML 2024 EiG-Search: Generating Edge-Induced Subgraphs for GNN Explanation in Linear Time ICML 2024 Estimating the Permanent by Nesting Importance Sampling ICML 2024 Fault Tolerant ML: Efficient Meta-Aggregation and Synchronous Training ICML 2024 FrameQuant: Flexible Low-Bit Quantization for Transformers ICML 2024 Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization ICML 2024 Online Isolation Forest ICML 2024 Probabilistic Routing for Graph-Based Approximate Nearest Neighbor Search ICML 2024 Proteus: Exploring Protein Structure Generation for Enhanced Designability and Efficiency ICML 2024