conftrace_

parameter efficiency

452 papers

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Co-occurring keywords · papers mentioning both

model compression (145) convolutional neural network (47) transfer learning (45) large language model (44) mixture of expert (43) knowledge distillation (39) neural network (30) language model (27) low-rank adaptation (25) neural network optimization (24)

Papers

SLMRec: Distilling Large Language Models into Small for Sequential Recommendation ICLR 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025 Sparsifying Mamba EMNLP 2025 SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks AAAI 2025 TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models ACL 2025 The Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws ICLR 2025 Towards General-Domain Word Sense Disambiguation: Distilling Large Language Model into Compact Disambiguator EMNLP 2025 Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025 Transferable Post-training via Inverse Value Learning NAACL 2025 Treasures in Discarded Weights for LLM Quantization AAAI 2025 Ultra-Resolution Adaptation with Ease ICML 2025 UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025 USWformer: Efficient Sparse Wavelet Transformer for Underwater Image Enhancement WACV 2025 Value Residual Learning ACL 2025 Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs ACL 2025 ViT-Split: Unleashing the Power of Vision Foundation Models via Efficient Splitting Heads ICCV 2025 Vocabulary-level Memory Efficiency for Language Model Fine-tuning NAACL 2025 WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency (Student Abstract) AAAI 2025 Which Transformer to Favor: A Comparative Analysis of Efficiency in Vision Transformers WACV 2025 zFLoRA: Zero-Latency Fused Low-Rank Adapters EMNLP 2025 4K-Resolution Photo Exposure Correction at 125 FPS With ~8K Parameters WACV 2024 Adapters Strike Back CVPR 2024 A Lightweight Mixture-of-Experts Neural Machine Translation Model with Stage-wise Training Strategy NAACL 2024 Aligning Large Language Models by On-Policy Self-Judgment ACL 2024 All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation NeurIPS 2024