parameter reduction

Mapping Networks CVPR 2026 OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting AAAI 2026 Turbo-VAED: Fast and Stable Transfer of Video-VAEs to Mobile Devices AAAI 2026 Delta Decompression for MoE-based LLMs Compression ICML 2025 EDFFDNet: Towards Accurate and Efficient Unsupervised Multi-Grid Image Registration ICCV 2025 Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments EMNLP 2025 Exploring Shared-Weight Mechanisms in Transformer and Conformer Architectures for Automatic Speech Recognition Interspeech 2025 Iterative Structured Knowledge Distillation: Optimizing Language Models Through Layer-by-Layer Distillation COLING 2025 Lightweight and Fast Real-time Image Enhancement via Decomposition of the Spatial-aware Lookup Tables ICCV 2025 Lightweight-Mark: Rethinking Deep Learning-Based Watermarking ICML 2025 MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition ICML 2025 PIP: Perturbation-based Iterative Pruning for Large Language Models EMNLP 2025 ProcrustesGPT: Compressing LLMs with Structured Matrices and Orthogonal Transformations ACL 2025 Retraining-free Merging of Sparse MoE via Hierarchical Clustering ICML 2025 SkipGPT: Each Token is One of a Kind ICML 2025 TIGER: Time-frequency Interleaved Gain Extraction and Reconstruction for Efficient Speech Separation ICLR 2025 V.I.P. : Iterative Online Preference Distillation for Efficient Video Diffusion Models ICCV 2025 A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder IJCAI 2024 Conformer without Convolutions Interspeech 2024 Fixed Point Diffusion Models CVPR 2024 Low-Rank Prune-And-Factorize for Language Model Compression COLING 2024 Structured Pruning for Large Language Models Using Coupled Components Elimination and Minor Fine-tuning NAACL 2024 Symmetric Dot-Product Attention for Efficient Training of BERT Language Models ACL 2024 T-FREE: Subword Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient Embeddings EMNLP 2024 Torque Based Structured Pruning for Deep Neural Network WACV 2024