model compression

Revisiting Pruning vs Quantization for Small Language Models EMNLP 2025 RILQ: Rank-Insensitive LoRA-Based Quantization Error Compensation for Boosting 2-Bit Large Language Model Accuracy AAAI 2025 RingFormer: Rethinking Recurrent Transformer with Adaptive Level Signals EMNLP 2025 R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 Rotate, Clip, and Partition: Towards W2A4KV4 Quantization by Integrating Rotation and Learnable Non-uniform Quantizer EMNLP 2025 RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025 RQT: Hierarchical Residual Quantization for Multi-Model Compression ACL 2025 R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference ICLR 2025 Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025 SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models ACL 2025 SAFER: Sharpness Aware layer-selective Finetuning for Enhanced Robustness in vision transformers ICCV 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025 Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models EMNLP 2025 Scaffold-BPE: Enhancing Byte Pair Encoding for Large Language Models with Simple and Effective Scaffold Token Removal AAAI 2025 Scalable and Trustworthy Learning in Heterogeneous Networks AAAI 2025 Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025 ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression AAAI 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 Scaling Down Text Encoders of Text-to-Image Diffusion Models CVPR 2025 Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025 Scheduling Weight Transitions for Quantization-Aware Training ICCV 2025 SCOPE: Optimizing Key-Value Cache Compression in Long-context Generation ACL 2025 Secure On-Device Video OOD Detection Without Backpropagation ICCV 2025 Self-Attentive Spatio-Temporal Calibration for Precise Intermediate Layer Matching in ANN-to-SNN Distillation AAAI 2025