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Yueying Feng

4 accepted papers

2025

Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation

EMNLP 2025

Large Language Models (LLMs) have demonstrated strong performance in open-ended generation tasks. However, they often struggle to adapt content to users with differing cognitive capacities, leading to a phenomenon we term cognitive misalignment. This issue arises in two forms: knowledge-level misali

2025

Knowledge Starts with Practice: Knowledge-Aware Exercise Generative Recommendation with Adaptive Multi-Agent Cooperation

NeurIPS 2025poster

Adaptive learning, which requires the in-depth understanding of students' learning processes and rational planning of learning resources, plays a crucial role in intelligent education. However, how to effectively model these two processes and seamlessly integrate them poses significant implementatio…

Cited by 0SourcecodeScholar
2025

Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders

CVPR 2025poster

Large language models (LLMs) have significantly enhanced cross-modal understanding capabilities by integrating visual encoders with textual embeddings, giving rise to multimodal large language models (MLLMs). However, these models struggle with non-natural images such as geometric and charts, partic…

Cited by 0SourcePDFScholar
2024

$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset

NeurIPS 2024poster

Understanding human emotions is fundamental to enhancing human-computer interaction, especially for embodied agents that mimic human behavior. Traditional emotion analysis often takes a third-person perspective, limiting the ability of agents to interact naturally and empathetically. To address th…

Cited by 5SourcePDFScholar