computational efficiency

Farewell to Aimless Large-scale Pretraining: Influential Subset Selection for Language Model ACL 2023 FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exits CVPR 2023 Fixed Input Parameterization for Efficient Prompting ACL 2023 FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer CVPR 2023 Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator ACL 2023 FreeREA: Training-Free Evolution-Based Architecture Search WACV 2023 Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models EMNLP 2023 INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models EMNLP 2023 JAWS-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift ICML 2023 LAIT: Efficient Multi-Segment Encoding in Transformers with Layer-Adjustable Interaction ACL 2023 Language-Routing Mixture of Experts for Multilingual and Code-Switching Speech Recognition Interspeech 2023 Leap-of-Thought: Accelerating Transformers via Dynamic Token Routing EMNLP 2023 Long-Range Language Modeling with Selective Cache EMNLP 2023 Merging Experts into One: Improving Computational Efficiency of Mixture of Experts EMNLP 2023 Mixture Manifold Networks: A Computationally Efficient Baseline for Inverse Modeling AAAI 2023 Objects Do Not Disappear: Video Object Detection by Single-Frame Object Location Anticipation ICCV 2023 Online (Multinomial) Logistic Bandit: Improved Regret and Constant Computation Cost NeurIPS 2023 On Sample-Efficient Code Generation EMNLP 2023 Partially Observable Multi-agent RL with (Quasi-)Efficiency: The Blessing of Information Sharing ICML 2023 PatchDropout: Economizing Vision Transformers Using Patch Dropout WACV 2023 Polarity Is All You Need to Learn and Transfer Faster ICML 2023 Provable benefits of score matching NeurIPS 2023 Real-Time Evaluation in Online Continual Learning: A New Hope CVPR 2023 RWKV: Reinventing RNNs for the Transformer Era EMNLP 2023 Scalable Transformer for PDE Surrogate Modeling NeurIPS 2023