Jun Huang

Zero-to-Hero: Empowering Video Appearance Transfer with Zero-Shot Initialization and Holistic Restoration AAAI 2026 Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations ACL 2026 Consensus-Driven Multi-Agent Cognitive Reasoning for Enhancing the Emotional Intelligence of Large Language Models AAAI 2026 Probabilistic Deformation Consistency for Unsupervised Shape Matching AAAI 2026 AgenticQwen: Training Small Agentic Language Models with Dual Data Flywheels for Industrial-Scale Tool Use ACL 2026 Mock Worlds, Real Skills: Building Small Agentic Language Models with Synthetic Tasks, Simulated Environments, and Rubric-Based Rewards ACL 2026 Encapsulated Composition of Text-to-Image and Text-to-Video Models for High-Quality Video Synthesis CVPR 2025 MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting CVPR 2025 Fingerprinting Denoising Diffusion Probabilistic Models CVPR 2025 Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025 AdaptEdit: An Adaptive Correspondence Guidance Framework for Reference-Based Video Editing IJCAI 2025 FastBlend: Enhancing Video Stylization Consistency via Model-Free Patch Blending IJCAI 2025 Efficient Inter-Operator Scheduling for Concurrent Recommendation Model Inference on GPU IJCAI 2025 Multimodal Image Matching Based on Cross-Modality Completion Pre-training IJCAI 2025 Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective ICLR 2025 Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series EMNLP 2025 DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models ACL 2025 LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks COLING 2025 Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud COLING 2025 EasyDistill: A Comprehensive Toolkit for Effective Knowledge Distillation of Large Language Models EMNLP 2025 Hallucination-Aware Prompt Optimization for Text-to-Video Synthesis IJCAI 2025 DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding CVPR 2025 Cross-Scale Domain Adaptation with Comprehensive Information for Pansharpening IJCAI 2024 M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024 M2Doc: A Multi-Modal Fusion Approach for Document Layout Analysis AAAI 2024 On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models ACL 2024 PAI-Diffusion: Constructing and Serving a Family of Open Chinese Diffusion Models for Text-to-image Synthesis on the Cloud ACL 2024 DAFNet: Dynamic Auxiliary Fusion for Sequential Model Editing in Large Language Models ACL 2024 DiffChat: Learning to Chat with Text-to-Image Synthesis Models for Interactive Image Creation ACL 2024 AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework COLING 2024 TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models COLING 2024 Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing CVPR 2024 VideoCLIP-XL: Advancing Long Description Understanding for Video CLIP Models EMNLP 2024 Distilling Instruction-following Abilities of Large Language Models with Task-aware Curriculum Planning EMNLP 2024 Diffutoon: High-Resolution Editable Toon Shading via Diffusion Models IJCAI 2024 Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning NAACL 2024 DISTMM: Accelerating Distributed Multimodal Model Training NSDI 2024 Scale-Aware Modulation Meet Transformer ICCV 2023 FashionKLIP: Enhancing E-Commerce Image-Text Retrieval with Fashion Multi-Modal Conceptual Knowledge Graph ACL 2023 SLAMB: Accelerated Large Batch Training with Sparse Communication ICML 2023 Sharing, Teaching and Aligning: Knowledgeable Transfer Learning for Cross-Lingual Machine Reading Comprehension EMNLP 2023 Uncertainty-aware Parameter-Efficient Self-training for Semi-supervised Language Understanding EMNLP 2023 From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language Models EMNLP 2023 Uncertainty-Aware Self-Training for Low-Resource Neural Sequence Labeling AAAI 2023 BeautifulPrompt: Towards Automatic Prompt Engineering for Text-to-Image Synthesis EMNLP 2023 Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuning ACL 2023 CocaCLIP: Exploring Distillation of Fully-Connected Knowledge Interaction Graph for Lightweight Text-Image Retrieval ACL 2023 Rapid Diffusion: Building Domain-Specific Text-to-Image Synthesizers with Fast Inference Speed ACL 2023 Fingerprinting Deep Image Restoration Models ICCV 2023 Detection Transformer with Stable Matching ICCV 2023 Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training EMNLP 2022 ARTIST: A Transformer-based Chinese Text-to-Image Synthesizer Digesting Linguistic and World Knowledge EMNLP 2022 DKPLM: Decomposable Knowledge-Enhanced Pre-trained Language Model for Natural Language Understanding AAAI 2022 From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression AAAI 2022 KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering EMNLP 2022 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022 EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing EMNLP 2022 Meta Distant Transfer Learning for Pre-trained Language Models EMNLP 2021 Weakly Supervised Construction of ASR Systems from Massive Video Data INTERSPEECH 2021 EasyASR: A Distributed Machine Learning Platform for End-to-end Automatic Speech Recognition AAAI 2021 EarFisher: Detecting Wireless Eavesdroppers by Stimulating and Sensing Memory EMR NSDI 2021 KEML: A Knowledge-Enriched Meta-Learning Framework for Lexical Relation Classification AAAI 2021 TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification EMNLP 2021 Reinforced History Backtracking for Conversational Question Answering AAAI 2021 Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources ACL 2021 Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains ACL 2021 Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains IJCNLP 2021 Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and Resources IJCNLP 2021 Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining EMNLP 2020 SwapText: Image Based Texts Transfer in Scenes CVPR 2020 AdaBERT: Task-Adaptive BERT Compression with Differentiable Neural Architecture Search IJCAI 2020 Discovering Latent Class Labels for Multi-Label Learning IJCAI 2020 Transfer Learning for Context-Aware Question Matching in Information-seeking Conversations in E-commerce ACL 2018 AliMe Chat: A Sequence to Sequence and Rerank based Chatbot Engine ACL 2017