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model compression

3302 papers

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MC

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knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Boost Embodied AI Models with Robust Compression Boundary IJCAI 2025
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025
Less is More: Empowering GUI Agent with Context-Aware Simplification ICCV 2025
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning ICCV 2025
LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion Models ICCV 2025
Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs EMNLP 2025
NeuroAda: Activating Each Neuron’s Potential for Parameter-Efficient Fine-Tuning EMNLP 2025
IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025
Parameter-Efficient Fine-Tuning with Circulant and Diagonal Vectors IJCAI 2025
Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025
FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing NAACL 2025
Logits-Based Finetuning EMNLP 2025
CONTRANS: Weak-to-Strong Alignment Engineering via Concept Transplantation COLING 2025
Controllable Memorization in LLMs via Weight Pruning EMNLP 2025
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing CVPR 2025
USDN: A Unified Sample-Wise Dynamic Network With Mixed-Precision and Early-Exit WACV 2024
Adaptive Deep Neural Network Inference Optimization With EENet WACV 2024
Partial Binarization of Neural Networks for Budget-Aware Efficient Learning WACV 2024
Token Fusion: Bridging the Gap Between Token Pruning and Token Merging WACV 2024
SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model NIPS 2024
Finding Lottery Tickets in Vision Models via Data-driven Spectral Foresight Pruning CVPR 2024
FLORA: Fine-Grained Low-Rank Architecture Search for Vision Transformer WACV 2024
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference AAAI 2024
FAKD: Feature Augmented Knowledge Distillation for Semantic Segmentation WACV 2024
Find the Lady: Permutation and Re-synchronization of Deep Neural Networks AAAI 2024