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Model Compression

1503 directly classified papers

Papers per year

Papers

Scaling Action Detection: AdaTAD++ with Transformer-Enhanced Temporal-Spatial Adaptation ICCV 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025
LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement ICCV 2025
FOLDER: Accelerating Multi-Modal Large Language Models with Enhanced Performance ICCV 2025
Multilingual Iterative Model Pruning: What Matters? IJCNLP 2025
RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025
Grouped Speculative Decoding for Autoregressive Image Generation ICCV 2025
AIRA: Activation-Informed Low-Rank Adaptation for Large Models ICCV 2025
QuantCache: Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation ICCV 2025
TR-PTS: Task-Relevant Parameter and Token Selection for Efficient Tuning ICCV 2025
Staining and Locking Computer Vision Models Without Retraining ICCV 2025
EA-KD: Entropy-based Adaptive Knowledge Distillation ICCV 2025
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025
Interpreting the Effects of Quantization on LLMs IJCNLP 2025
Binarized Neural Network for Multi-spectral Image Fusion CVPR 2025
MoST: Efficient Monarch Sparse Tuning for 3D Representation Learning CVPR 2025
StitchLLM: Serving LLMs, One Block at a Time ACL 2025
BiLD: Bi-directional Logits Difference Loss for Large Language Model Distillation COLING 2025
Resource-Efficient Anonymization of Textual Data via Knowledge Distillation from Large Language Models COLING 2025
LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025
Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling ACL 2025
Verifiable Format Control for Large Language Model Generations NAACL 2025
Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025
SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models NAACL 2025
ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity ICCV 2025