Jun Huang

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