Model Compression

DualGuard: A Parameter Space Transformation Approach for Bidirectional Defense in Split-Based LLM Fine-Tuning ACL 2025 Durable Quantization Conditioned Misalignment Attack on Large Language Models ICLR 2025 DUTIR at SemEval-2025 Task 10: A Large Language Model-based Approach for Entity Framing in Online News SemEval 2025 DUTir at SemEval-2025 Task 4: Optimized Fine-Tuning of Linear Layers for Balanced Knowledge Forgetting and Retention SemEval 2025 DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs EMNLP 2025 Dynamic Low-Rank Sparse Adaptation for Large Language Models ICLR 2025 Dynamic Operator Optimization for Efficient Multi-Tenant LoRA Model Serving AAAI 2025 ECHO-LLaMA: Efficient Caching for High-Performance LLaMA Training EMNLP 2025 EdgeTAM: On-Device Track Anything Model CVPR 2025 Effective and Efficient One-pass Compression of Speech Foundation Models Using Sparsity-aware Self-pinching Gates Interspeech 2025 Effective Interplay between Sparsity and Quantization: From Theory to Practice ICLR 2025 Effective post-training embedding compression via temperature control in contrastive training ICLR 2025 Efficient Compositional Multi-tasking for On-device Large Language Models EMNLP 2025 Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation ICML 2025 Efficient Inference for Large Language Model-based Generative Recommendation ICLR 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Knowledge Deletion from Trained Models Through Layer-wise Partial Machine Unlearning JMLR 2025 EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025 Efficient Logit-based Knowledge Distillation of Deep Spiking Neural Networks for Full-Range Timestep Deployment ICML 2025 Efficient Low-Bit Quantization with Adaptive Scales for Multi-Task Co-Training ICLR 2025 Efficiently Editing Mixture-of-Experts Models with Compressed Experts EMNLP 2025 Efficient Neural Network Encoding for 3D Color Lookup Tables AAAI 2025 Efficient On-Device Text Simplification for Firefox with Synthetic Data Fine-Tuning EMNLP 2025 Efficient One-shot Compression via Low-Rank Local Feature Distillation NAACL 2025 EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025