Multi-Task Learning

Hit the Nail on the Head: Parameter-Efficient Multi-task Tuning via Human Language Intervention EMNLP 2024 Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking AAAI 2024 Improving Speech-Based Dysarthria Detection using Multi-task Learning with Gradient Projection Interspeech 2024 Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance Augmentation EMNLP 2024 Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024 Instruction Pre-Training: Language Models are Supervised Multitask Learners EMNLP 2024 Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions CVPR 2024 LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection CVPR 2024 Layer by Layer: Uncovering Where Multi-Task Learning Happens in Instruction-Tuned Large Language Models EMNLP 2024 Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation AAAI 2024 LLM-Evolve: Evaluation for LLM’s Evolving Capability on Benchmarks EMNLP 2024 LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild ACL 2024 Make Compound Sentences Simple to Analyze: Learning to Split Sentences for Aspect-based Sentiment Analysis EMNLP 2024 Make Lossy Compression Meaningful for Low-Light Images AAAI 2024 MatchDet: A Collaborative Framework for Image Matching and Object Detection AAAI 2024 McCrolin: Multi-consistency Cross-lingual Training for Retrieval Question Answering EMNLP 2024 MetaKP: On-Demand Keyphrase Generation EMNLP 2024 Mixture-of-Supernets: Improving Weight-Sharing Supernet Training with Architecture-Routed Mixture-of-Experts ACL 2024 Model Adaptation for Time Constrained Embodied Control CVPR 2024 MoDULA: Mixture of Domain-Specific and Universal LoRA for Multi-Task Learning EMNLP 2024 Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration EMNLP 2024 Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization NeurIPS 2024 MultiLS: An End-to-End Lexical Simplification Framework EMNLP 2024 Multi-Space Alignments Towards Universal LiDAR Segmentation CVPR 2024 Multi-Task Network Guided Multimodal Fusion for Fake News Detection ACML 2024