Yuan-Fang Li

Can We Build Scene Graphs, Not Classify Them? FlowSG: Progressive Image-Conditioned Scene Graph Generation with Flow Matching CVPR 2026 OraPO: Oracle-educated Reinforcement Learning for Data-efficient and Factual Radiology Report Generation CVPR 2026 TiCAL:Typicality-Based Consistency-Aware Learning for Multimodal Emotion Recognition AAAI 2026 Consistent and Controllable Image Animation with Motion Diffusion Models CVPR 2025 Distill-C: Enhanced NL2SQL via Distilled Customization with LLMs NAACL 2025 Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models ICML 2025 HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025 Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition CVPR 2025 Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025 MixLoRA-DSI: Dynamically Expandable Mixture-of-LoRA Experts for Rehearsal-Free Generative Retrieval over Dynamic Corpora EMNLP 2025 SPADE: Spatial-Aware Denoising Network for Open-vocabulary Panoptic Scene Graph Generation with Long- and Local-range Context Reasoning ICCV 2025 SQLong: Enhanced NL2SQL for Longer Contexts with LLMs ACL 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025 An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models EMNLP 2024 DCDiff: Dual-Domain Conditional Diffusion for CT Metal Artifact Reduction MICCAI 2024 Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs ACL 2024 Mitigating Language Bias of LMMs in Social Intelligence Understanding with Virtual Counterfactual Calibration EMNLP 2024 Multi-Cultural Norm Base: Frame-based Norm Discovery in Multi-Cultural Settings CoNLL 2024 Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning ICLR 2024 Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models ICLR 2024 Towards Proactive Interactions for In-Vehicle Conversational Assistants Utilizing Large Language Models IJCAI 2024 CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language Pairs ACL 2023 DeSIQ: Towards an Unbiased, Challenging Benchmark for Social Intelligence Understanding EMNLP 2023 Improving Machine Reading Comprehension through A Simple Masked-Training Scheme IJCNLP 2023 NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery ACL 2023 On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex EACL 2023 Theia: Weakly Supervised Multimodal Event Extraction from Incomplete Data IJCNLP 2023 Neural Temporal Walks: Motif-Aware Representation Learning on Continuous-Time Dynamic Graphs NeurIPS 2022 Pretrained Language Model in Continual Learning: A Comparative Study ICLR 2022 Teaching Neural Module Networks to Do Arithmetic COLING 2022 Towards Open-Vocabulary Scene Graph Generation with Prompt-Based Finetuning ECCV 2022 Towards relation extraction from speech EMNLP 2022 Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection ACL 2021 Curriculum-Meta Learning for Order-Robust Continual Relation Extraction AAAI 2021 Exploiting Scene Graphs for Human-Object Interaction Detection ICCV 2021 Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text EMNLP 2021 Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning IJCAI 2021 Simple or Complex? Complexity-controllable Question Generation with Soft Templates and Deep Mixture of Experts Model EMNLP 2021 Towards Balanced Defect Prediction with Better Information Propagation AAAI 2021 XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages ACL 2021 Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning EMNLP 2020 Knowledge-enriched, Type-constrained and Grammar-guided Question Generation over Knowledge Bases COLING 2020 Learning from the Scene and Borrowing from the Rich: Tackling the Long Tail in Scene Graph Generation IJCAI 2020 Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learning IJCAI 2020 Understanding Unnatural Questions Improves Reasoning over Text COLING 2020 Vocabulary Matters: A Simple yet Effective Approach to Paragraph-level Question Generation AACL 2020 One Network for Multi-Domains: Domain Adaptive Hashing with Intersectant Generative Adversarial Networks IJCAI 2019 ParaQG: A System for Generating Questions and Answers from Paragraphs EMNLP 2019 Putting the Horse before the Cart: A Generator-Evaluator Framework for Question Generation from Text CoNLL 2019 Structured Two-Stream Attention Network for Video Question Answering AAAI 2019