parameter efficiency

MIND over Body: Adaptive Thinking using Dynamic Computation ICLR 2025 Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation CVPR 2025 Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025 Mixture Compressor for Mixture-of-Experts LLMs Gains More ICLR 2025 MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devices ICCV 2025 MoS: Unleashing Parameter Efficiency of Low-Rank Adaptation with Mixture of Shards ICLR 2025 Multimodal Transformers are Hierarchical Modal-wise Heterogeneous Graphs ACL 2025 MutantPrompt: Prompt Optimization via Mutation Under a Budget on Modest-sized LMs ACL 2025 Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning ICML 2025 OLMoE: Open Mixture-of-Experts Language Models ICLR 2025 Once-Tuning-Multiple-Variants: Tuning Once and Expanded as Multiple Vision-Language Model Variants CVPR 2025 OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning ICCV 2025 PanComplex: Leveraging Complex-Valued Neural Networks for Enhanced Pansharpening IJCAI 2025 Parameter and Memory Efficient Pretraining via Low-rank Riemannian Optimization ICLR 2025 PAT: Pruning-Aware Tuning for Large Language Models AAAI 2025 PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint IJCNLP 2025 Power doesn’t reside in size: A Low Parameter Hybrid Language Model (HLM) for Sentiment Analysis in Code-mixed data EMNLP 2025 Prompt Tuning Can Simply Adapt Large Language Models to Text Encoders NAACL 2025 Quantum-Enhanced Gated Recurrent Units for Part-of-Speech Tagging AACL 2025 RETUYT-INCO at BEA 2025 Shared Task: How Far Can Lightweight Models Go in AI-powered Tutor Evaluation? ACL 2025 Sample- and Parameter-Efficient Auto-Regressive Image Models CVPR 2025 SaRA: High-Efficient Diffusion Model Fine-tuning with Progressive Sparse Low-Rank Adaptation ICLR 2025 Scaling Context, Not Parameters: Training a Compact 7B Language Model for Efficient Long-Context Processing ACL 2025 Scaling up the State Size of RNN LLMs for Long-Context Scenarios ACL 2025 Score-based free-form architectures for high-dimensional Fokker-Planck equations ICLR 2025