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adaptive inference

43 papers

Papers

Adaptive Inference for Medical Vision Transformers: Token Reduction or Early Exit? MIDL 2026 Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecture AAAI 2026 Optimism Stabilizes Thompson Sampling for Adaptive Inference COLT 2026 AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning ICCV 2025 AVG-LLaVA: An Efficient Large Multimodal Model with Adaptive Visual Granularity ACL 2025 Learning to Inference Adaptively for Multimodal Large Language Models ICCV 2025 Make Your Training Flexible: Towards Deployment-Efficient Video Models ICCV 2025 Not All Layers of LLMs Are Necessary During Inference IJCAI 2025 The LLM Already Knows: Estimating LLM-Perceived Question Difficulty via Hidden Representations EMNLP 2025 Train for the Worst, Plan for the Best: Understanding Token Ordering in Masked Diffusions ICML 2025 AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution CVPR 2024 Adaptive Deep Neural Network Inference Optimization With EENet WACV 2024 AdaSwitch: Adaptive Switching between Small and Large Agents for Effective Cloud-Local Collaborative Learning EMNLP 2024 Early-Exit Neural Networks with Nested Prediction Sets UAI 2024 Ada3D : Exploiting the Spatial Redundancy with Adaptive Inference for Efficient 3D Object Detection ICCV 2023 Adaptive Linear Estimating Equations NeurIPS 2023 A Unified Framework for Robustness on Diverse Sampling Errors ICCV 2023 DynamicDet: A Unified Dynamic Architecture for Object Detection CVPR 2023 Finding the SWEET Spot: Analysis and Improvement of Adaptive Inference in Low Resource Settings ACL 2023 HadSkip: Homotopic and Adaptive Layer Skipping of Pre-trained Language Models for Efficient Inference EMNLP 2023 LightGlue: Local Feature Matching at Light Speed ICCV 2023 SHARCS: Efficient Transformers Through Routing with Dynamic Width Sub-networks EMNLP 2023 Accelerating Inference for Pretrained Language Models by Unified Multi-Perspective Early Exiting COLING 2022 Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices Interspeech 2022 Latency-aware Spatial-wise Dynamic Networks NeurIPS 2022