model adaptation

Dormant Backdoor: Weaponizing Model Finetuning for Feasible Backdoor Attacks Against Pretrained Models AAAI 2026 Focusing on Language: Revealing and Exploiting Language Attention Heads in Multilingual Large Language Models AAAI 2026 FRoD: Full-Rank Efficient Fine-Tuning with Rotational Degrees for Fast Convergence AAAI 2026 From Weights to Activations: Is Steering the Next Frontier of Adaptation? ACL 2026 GAST: Gradient-aligned Sparse Tuning of Large Language Models with Data-layer Selection EACL 2026 Less Is More: Rethinking Parameter-Efficient Fine-Tuning from a Subtractive Perspective AAAI 2026 LoKI: Low-Damage Knowledge Implanting of Large Language Models AAAI 2026 MBZUAI at AMIYA Shared Task 2026: Adapting Open-Source LLMs for Dialectal Arabic EACL 2026 PoseAdapt: Sustainable Human Pose Estimation via Continual Learning Benchmarks and Toolkit WACV 2026 Prime Once, then Reprogram Locally: An Efficient Alternative to Black-Box Service Model Adaptation CVPR 2026 SWIFT：A General Sensitive Weight Identification Framework for Fast Sensor-Transfer Pansharpening AAAI 2026 Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization AAAI 2026 TuckA: Hierarchical Compact Tensor Experts for Efficient Fine-Tuning AAAI 2026 Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining ICCV 2025 Adapting Whisper for Regional Dialects: Enhancing Public Services for Vulnerable Populations in the United Kingdom COLING 2025 ALPS: Attention Localization and Pruning Strategy for Efficient Adaptation of Large Language Models ACL 2025 Argus: A Compact and Versatile Foundation Model for Vision CVPR 2025 A Unifying Perspective on Model Reuse: From Small to Large Pre-Trained Models IJCAI 2025 Bootstrapping Grounded Chain-of-Thought in Multimodal LLMs for Data-Efficient Model Adaptation ICCV 2025 Bridge Then Begin Anew: Generating Target-Relevant Intermediate Model for Source-Free Visual Emotion Adaptation AAAI 2025 Cluster Based Heterogeneous Federated Foundation Model Adaptation and Fine-Tuning AAAI 2025 CoLA: Collaborative Low-Rank Adaptation ACL 2025 ComLoRA: A Competitive Learning Approach for Enhancing LoRA ICLR 2025 Continual Learning of Large Language Models EMNLP 2025 DialUp! Modeling the Language Continuum by Adapting Models to Dialects and Dialects to Models ACL 2025