Efficient Computing

CodeM: Less Data Yields More Versatility via Ability Matrix ACL 2024 Collage: Light-Weight Low-Precision Strategy for LLM Training ICML 2024 CoLoRA: Continuous low-rank adaptation for reduced implicit neural modeling of parameterized partial differential equations ICML 2024 CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization NeurIPS 2024 Communication Efficient Distributed Training with Distributed Lion NeurIPS 2024 CompAct: Compressing Retrieved Documents Actively for Question Answering EMNLP 2024 Compact Speech Translation Models via Discrete Speech Units Pretraining ACL 2024 Compensate Quantization Errors: Make Weights Hierarchical to Compensate Each Other NAACL 2024 Compress Clean Signal from Noisy Raw Image: A Self-Supervised Approach ICML 2024 Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesis CVPR 2024 Compressed Context Memory for Online Language Model Interaction ICLR 2024 Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation ICML 2024 Compressing Large Language Models by Joint Sparsification and Quantization ICML 2024 Compressing Large Language Models using Low Rank and Low Precision Decomposition NeurIPS 2024 Compressing LLMs: The Truth is Rarely Pure and Never Simple ICLR 2024 Compute Better Spent: Replacing Dense Layers with Structured Matrices ICML 2024 Computer Vision on the Edge: Individual Cattle Identification in Real-Time With ReadMyCow System WACV 2024 Concept-skill Transferability-based Data Selection for Large Vision-Language Models EMNLP 2024 Concise and Precise Context Compression for Tool-Using Language Models ACL 2024 Conditional Normalizing Flows for Active Learning of Coarse-Grained Molecular Representations ICML 2024 CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting NeurIPS 2024 Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models ICLR 2024 Conformer-Based Speech Recognition On Extreme Edge-Computing Devices NAACL 2024 Conformer without Convolutions Interspeech 2024 ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference AAAI 2024