Model Compression

HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025 HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization EMNLP 2025 Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models ACL 2025 Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025 HoneypotNet: Backdoor Attacks Against Model Extraction AAAI 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025 HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis CVPR 2025 Hypernetworks for Perspectivist Adaptation EMNLP 2025 ICP: Immediate Compensation Pruning for Mid-to-high Sparsity CVPR 2025 IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025 ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs ACL 2025 InDistill: Information Flow-Preserving Knowledge Distillation for Model Compression WACV 2025 Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025 Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025 Interpretable Generative Models through Post-hoc Concept Bottlenecks CVPR 2025 Interpreting the Effects of Quantization on LLMs IJCNLP 2025 IPR: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs EMNLP 2025 JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration AAAI 2025 Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation CVPR 2025 Know2Vec: A Black-Box Proxy for Neural Network Retrieval AAAI 2025 Knowledge Distillation with Refined Logits ICCV 2025 L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025 LangCompress: Language-Aware Compression of Large Language Models IJCNLP 2025 Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025