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Huihui Xiao

3 accepted papers

2025

TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types

ICLR 2025poster

Multimodal visual language models are gaining prominence in open-world applications, driven by advancements in model architectures, training techniques, and high-quality data. However, their performance is often limited by insufficient task-specific data, leading to poor generalization and biased ou…

2025

Who You Are Matters: Bridging Interests and Social Roles via LLM-Enhanced Logic Recommendation

NeurIPS 2025poster

Recommender systems filter contents/items valuable to users by inferring preferences from user features and historical behaviors. Mainstream approaches follow the learning-to-rank paradigm, which focus on discovering and modeling item topics (e.g., categories), and capturing user preferences on the…

Cited by 0SourcecodeScholar
2025

iMOVE : Instance-Motion-Aware Video Understanding

ACL 2025finding

Enhancing the fine-grained instance spatiotemporal motion perception capabilities of Video Large Language Models is crucial for improving their temporal and general video understanding. However, current models struggle to perceive detailed and complex instance motions. To address these challenges, w…

Cited by 0SourcePDFScholar