computational cost

Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026 V-Pruner: A Fast and Globally-informed Token Pruning Framework for Vision Transformer AAAI 2026 Adjusting Model Size in Continual Gaussian Processes: How Big is Big Enough? ICML 2025 Approximation to Smooth Functions by Low-Rank Swish Networks ICML 2025 COSMO: Combination of Selective Memorization for Low-cost Vision-and-Language Navigation ICCV 2025 Craftium: Bridging Flexibility and Efficiency for Rich 3D Single- and Multi-Agent Environments ICML 2025 Dual Feature Reduction for the Sparse-group Lasso and its Adaptive Variant ICML 2025 Efficient Optimal PAC Learning ALT 2025 EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality CVPR 2025 Enhancing Performance of Explainable AI Models with Constrained Concept Refinement ICML 2025 Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation ACL 2025 Fine-Grained Captioning of Long Videos through Scene Graph Consolidation ICML 2025 Fishers for Free? Approximating the Fisher Information Matrix by Recycling the Squared Gradient Accumulator ICML 2025 GIF: Generative Inspiration for Face Recognition at Scale CVPR 2025 GLaRef@CRAC2025: Should we transform coreference resolution into a text generation task? EMNLP 2025 Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning ICML 2025 Maximizing Intermediate Checkpoint Value in LLM Pretraining with Bayesian Optimization ICML 2025 Path-Adaptive Matting for Efficient Inference Under Various Computational Cost Constraints AAAI 2025 Policy Guided Tree Search for Enhanced LLM Reasoning ICML 2025 polybasic Speculative Decoding Through a Theoretical Perspective ICML 2025 SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models ACL 2025 SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 Secant Line Search for Frank-Wolfe Algorithms ICML 2025 SEMU: Singular Value Decomposition for Efficient Machine Unlearning ICML 2025 SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity ICML 2025