Transfer Learning

DRAE: Dynamic Retrieval-Augmented Expert Networks for Lifelong Learning and Task Adaptation in Robotics ACL 2025 Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting AAAI 2025 DrugHash: Hashing Based Contrastive Learning for Virtual Screening AAAI 2025 Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning CVPR 2025 Dual-Path Counterfactual Integration for Multimodal Aspect-Based Sentiment Classification EMNLP 2025 DUTIR831 at SemEval-2025 Task 5: A Multi-Stage LLM Approach to GND Subject Assignment for TIBKAT Records SemEval 2025 Dynamic Adapter with Semantics Disentangling for Cross-lingual Cross-modal Retrieval AAAI 2025 Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation EMNLP 2025 Dynamic Graph Learning with Static Relations for Credit Risk Assessment AAAI 2025 Dynamic Model-Bank Test-Time Adaptation for Automatic Speech Recognition EMNLP 2025 Dynamics-Based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction AAAI 2025 Dynamic Steering With Episodic Memory For Large Language Models ACL 2025 Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ICLR 2025 Dynamic Syntactic Feature Filtering and Injecting Networks for Cross-lingual Dependency Parsing AAAI 2025 Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning ACL 2025 DynRank: Improve Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification COLING 2025 EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-commerce Models IJCNLP 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data JMLR 2025 Efficient Continual Pre-training of LLMs for Low-resource Languages NAACL 2025 Efficient Cross-modal Prompt Learning with Semantic Enhancement for Domain-robust Fake News Detection COLING 2025 Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 Efficient Event Camera Data Pretraining with Adaptive Prompt Fusion ICCV 2025 Efficient Integration of External Knowledge to LLM-based World Models via Retrieval-Augmented Generation and Reinforcement Learning EMNLP 2025 Efficient stagewise pretraining via progressive subnetworks ICLR 2025