computational budget

AdaReason: Progressive Training of Multi-LoRA Adapters for Budget-Adaptive Language Reasoning Models AAAI 2026 Smart Replay: Adaptive Scheduling of Memory Rehearsal for Computational Resource-Aware Incremental Learning CVPR 2026 Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling ICLR 2025 FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference ICLR 2025 Make Your Training Flexible: Towards Deployment-Efficient Video Models ICCV 2025 Scaling Laws for Upcycling Mixture-of-Experts Language Models ICML 2025 Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation ICLR 2024 Pedestrian Attribute Recognition as Label-balanced Multi-label Learning ICML 2024 Computationally Budgeted Continual Learning: What Does Matter? CVPR 2023 Spending Thinking Time Wisely: Accelerating MCTS with Virtual Expansions NeurIPS 2022 Learning Dynamic Routing for Semantic Segmentation CVPR 2020 Neural Inheritance Relation Guided One-Shot Layer Assignment Search AAAI 2020 Learning Anytime Predictions in Neural Networks via Adaptive Loss Balancing AAAI 2019 Budget-Aware Deep Semantic Video Segmentation CVPR 2017 Minimax Approach to Variable Fidelity Data Interpolation AISTATS 2017 Anytime Recognition of Objects and Scenes CVPR 2014 Oracle inequalities for computationally budgeted model selection COLT 2011