Efficient Computing

LoRAExit: Empowering Dynamic Modulation of LLMs in Resource-limited Settings using Low-rank Adapters EMNLP 2024 LoRA-Guard: Parameter-Efficient Guardrail Adaptation for Content Moderation of Large Language Models EMNLP 2024 LoRA Meets Dropout under a Unified Framework ACL 2024 LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning ACL 2024 LoRAP: Transformer Sub-Layers Deserve Differentiated Structured Compression for Large Language Models ICML 2024 LoRASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning EMNLP 2024 LoRA-Whisper: Parameter-Efficient and Extensible Multilingual ASR Interspeech 2024 LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models NAACL 2024 LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking CVPR 2024 Losing Visual Needles in Image Haystacks: Vision Language Models are Easily Distracted in Short and Long Contexts EMNLP 2024 Low Bitrate High-Quality RVQGAN-based Discrete Speech Tokenizer Interspeech 2024 Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network Interspeech 2024 Low-Latency Neural Stereo Streaming CVPR 2024 Low-Latency Space-Time Supersampling for Real-Time Rendering AAAI 2024 Low Precision Local Training is Enough for Federated Learning NeurIPS 2024 LQER: Low-Rank Quantization Error Reconstruction for LLMs ICML 2024 LQ-LoRA: Low-rank plus Quantized Matrix Decomposition for Efficient Language Model Finetuning ICLR 2024 LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network AAAI 2024 LRQuant: Learnable and Robust Post-Training Quantization for Large Language Models ACL 2024 LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels CVPR 2024 LTM: Lightweight Textured Mesh Extraction and Refinement of Large Unbounded Scenes for Efficient Storage and Real-time Rendering CVPR 2024 LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models ICLR 2024 Machine Learning-Powered Combinatorial Clock Auction AAAI 2024 MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer CVPR 2024 Maestro: Uncovering Low-Rank Structures via Trainable Decomposition ICML 2024