Longtao Huang

Diffusion Probe: Generated Image Result Prediction Using CNN Probes CVPR 2026 How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities ACL 2026 Making Training-Free Diffusion Segmentors Scale with the Generative Power CVPR 2026 Oblivionis: A Lightweight Learning and Unlearning Framework for Federated Large Language Models AAAI 2026 Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts ACL 2026 SIMPLEPOSTER: A SIMPLE BASELINE FOR PRODUCT POSTER GENERATION CVPR 2026 TC-Pade: Trajectory-Consistent Pade Approximation for Diffusion Acceleration CVPR 2026 Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics ACL 2026 Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning ICML 2025 Modularized Self-Reflected Video Reasoner for Multimodal LLM with Application to Video Question Answering ICML 2025 pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation CVPR 2025 The Right Time Matters: Data Arrangement Affects Zero-Shot Generalization in Instruction Tuning ACL 2025 DAFNet: Dynamic Auxiliary Fusion for Sequential Model Editing in Large Language Models ACL 2024 KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning COLING 2024 Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning EMNLP 2024 NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NeurIPS 2024 On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models ACL 2024 Towards Rehearsal-Free Multilingual ASR: A LoRA-based Case Study on Whisper Interspeech 2024 TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models COLING 2024 UniPSDA: Unsupervised Pseudo Semantic Data Augmentation for Zero-Shot Cross-Lingual Natural Language Understanding COLING 2024 Adversarial Text Generation by Search and Learning EMNLP 2023 Decoder Tuning: Efficient Language Understanding as Decoding ACL 2023 From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework ACL 2023 Hallucination Detection for Generative Large Language Models by Bayesian Sequential Estimation EMNLP 2023 Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023 Parameter Efficient Multi-task Fine-tuning by Learning to Transfer Token-wise Prompts EMNLP 2023 Multimodal Knowledge Learning for Named Entity Disambiguation EMNLP 2022 Multiple Instance Learning for Offensive Language Detection EMNLP 2022 Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022 RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-on IJCAI 2022 Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation EMNLP 2022 Syntax-guided Localized Self-attention by Constituency Syntactic Distance EMNLP 2022 Text Editing as Imitation Game EMNLP 2022 Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022 SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms Extraction ACL 2020 A Span-based Joint Model for Opinion Target Extraction and Target Sentiment Classification IJCAI 2019 SAM-Net: Integrating Event-Level and Chain-Level Attentions to Predict What Happens Next AAAI 2019