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Multi-Task Learning

955 directly classified papers

Papers per year

Papers

Cross-modal Multi-task Learning for Multimedia Event Extraction AAAI 2025
Lightweight Yet Fine-Grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-Account Sequential Recommendation AAAI 2025
Both Supply and Precision: Sample Debias and Ranking Consistency Joint Learning for Large Scale Pre-Ranking System AAAI 2025
Multiple Purchase Chains with Negative Transfer Elimination for Multi-Behavior Recommendation AAAI 2025
FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025
MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning AAAI 2025
An Information-theoretic Multi-task Representation Learning Framework for Natural Language Understanding AAAI 2025
Fusing Highly Specialized Language Models for Comprehensive Expertise ACL 2025
HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025
Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models ACL 2025
SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL ACL 2025
Praetor: A Fine-Grained Generative LLM Evaluator with Instance-Level Customizable Evaluation Criteria ACL 2025
Bagging-Expert Network for Multi-Task Learning: A Depolarization Solution in Multi-Gate Mixture-of-Experts AAAI 2025
Towards Universal Rainy Image Restoration: Benchmark and Baseline AAAI 2025
Leveraging the Dual Capabilities of LLM: LLM-Enhanced Text Mapping Model for Personality Detection AAAI 2025
Debiased All-in-one Image Restoration with Task Uncertainty Regularization AAAI 2025
HOIMamba: Efficient Mamba-based Disentangled Progressive Learning for HOI Detection AAAI 2025
Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models AAAI 2025
EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction AAAI 2025
SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training AAAI 2025
Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning ICCV 2025
Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction ACL 2025
Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025
Just a Scratch: Enhancing LLM Capabilities for Self-harm Detection through Intent Differentiation and Emoji Interpretation ACL 2025
Tra-MoE: Learning Trajectory Prediction Model from Multiple Domains for Adaptive Policy Conditioning CVPR 2025