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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