Multi-Domain Learning

Multi-distribution Learning: From Worst-Case Optimality to Lexicographic Min-Max Optimality ALT 2026 Abacus-SQL: A Text-to-SQL System Empowering Cross-Domain and Open-Domain Database Retrieval ACL 2025 A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains CVPR 2025 A Unified Framework for Heterogeneous Semi-supervised Learning CVPR 2025 Federated Foundation Models on Heterogeneous Time Series AAAI 2025 MDCure: A Scalable Pipeline for Multi-Document Instruction-Following ACL 2025 Multi-Level Optimal Transport for Universal Cross-Tokenizer Knowledge Distillation on Language Models AAAI 2025 TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts AAAI 2025 Unified Graph Neural Networks Pre-training for Multi-domain Graphs AAAI 2025 D3: A Methodological Exploration of Domain Division, Modeling, and Balance in Multi-Domain Recommendations AAAI 2024 Decoupled Training: Return of Frustratingly Easy Multi-Domain Learning AAAI 2024 Social-Aware Group Display Configuration in VR Conference AAAI 2024 Open Problem: The Sample Complexity of Multi-Distribution Learning for VC Classes COLT 2023 “Am I Answering My Job Interview Questions Right?”: A NLP Approach to Predict Degree of Explanation in Job Interview Responses EMNLP 2022 Cross-Domain Few-Shot Learning With Task-Specific Adapters CVPR 2022 Domain Curricula for Code-Switched MT at MixMT 2022 EMNLP 2022 Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking ACL 2022 MDD-Eval: Self-Training on Augmented Data for Multi-Domain Dialogue Evaluation AAAI 2022 Multi-Domain Incremental Learning for Semantic Segmentation WACV 2022 Specializing Multi-domain NMT via Penalizing Low Mutual Information EMNLP 2022 The NiuTrans Machine Translation Systems for WMT22 EMNLP 2022 Bandits Don’t Follow Rules: Balancing Multi-Facet Machine Translation with Multi-Armed Bandits EMNLP 2021 Cross-Register Projection for Headline Part of Speech Tagging EMNLP 2021 Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport EMNLP 2021 An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-training EMNLP 2020