Conghui He

ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning CVPR 2026 ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch ACL 2026 Decouple to Generalize: Context-First Self-Evolving Learning for Data-Scarce Vision-Language Reasoning CVPR 2026 Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions CVPR 2026 GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models CVPR 2026 Heterogeneous Adaptive Policy Optimization: Tailoring Optimization to Every Token’s Nature ACL 2026 MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing ACL 2026 OmniDocLayout: Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning CVPR 2026 Prune2Drive: A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous Driving CVPR 2026 REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once ACL 2026 RxnCaption: Reformulating Reaction Diagram Parsing as Visual Prompt Guided Captioning CVPR 2026 The Data Frontier for Large Language Models: Selection, Synthesis, and Tools ACL 2026 Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs ACL 2026 TRivia: Self-supervised Fine-tuning of Vision-Language Models for Table Recognition CVPR 2026 UniMERNet: A Universal Network for Real-World Mathematical Expression Recognition CVPR 2026 A Strategic Coordination Framework of Small LMs Matches Large LMs in Data Synthesis ACL 2025 BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models EMNLP 2025 CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenge ACL 2025 Conical Visual Concentration for Efficient Large Vision-Language Models CVPR 2025 Dataset Distillation with Neural Characteristic Function: A Minmax Perspective CVPR 2025 Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training ICLR 2025 GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation NAACL 2025 Harnessing Diversity for Important Data Selection in Pretraining Large Language Models ICLR 2025 Image Over Text: Transforming Formula Recognition Evaluation with Character Detection Matching CVPR 2025 IPDreamer: Appearance-Controllable 3D Object Generation with Complex Image Prompts ICLR 2025 Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation ICLR 2025 LEGION: Learning to Ground and Explain for Synthetic Image Detection ICCV 2025 LEMMA: Learning from Errors for MatheMatical Advancement in LLMs ACL 2025 Leveraging BEV Paradigm for Ground-to-Aerial Image Synthesis ICCV 2025 LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models ICLR 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer EMNLP 2025 Meta-rater: A Multi-dimensional Data Selection Method for Pre-training Language Models ACL 2025 MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models ICLR 2025 Middo: Model-Informed Dynamic Data Optimization for Enhanced LLM Fine-Tuning via Closed-Loop Learning EMNLP 2025 OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation ICCV 2025 OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text ICLR 2025 OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations CVPR 2025 OpenHuEval: Evaluating Large Language Model on Hungarian Specifics ACL 2025 OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? CVPR 2025 SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition ACL 2025 Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More EMNLP 2025 Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem? ACL 2025 UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios AAAI 2025 Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025 VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis AAAI 2025 VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos ICCV 2025 Where am I? Cross-View Geo-localization with Natural Language Descriptions ICCV 2025 3D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions CVPR 2024 Benchmarking Chinese Commonsense Reasoning of LLMs: From Chinese-Specifics to Reasoning-Memorization Correlations ACL 2024 Cross-view image geo-localization with Panorama-BEV Co-Retrieval Network ECCV 2024 InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD NeurIPS 2024 LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-Training EMNLP 2024 LOCR: Location-Guided Transformer for Optical Character Recognition EMNLP 2024 LongWanjuan: Towards Systematic Measurement for Long Text Quality EMNLP 2024 MMBENCH: Is Your Multi-Modal Model an All-around Player? ECCV 2024 OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation CVPR 2024 Parrot Captions Teach CLIP to Spot Text ECCV 2024 ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training ACL 2024 SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation CVPR 2024 ShareGPT4V: Improving Large Multi-Modal Models with Better Captions ECCV 2024 SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models ICML 2024 VIGC: Visual Instruction Generation and Correction AAAI 2024 OmniCity: Omnipotent City Understanding With Multi-Level and Multi-View Images CVPR 2023 SEPT: Towards Scalable and Efficient Visual Pre-training AAAI 2023 Think Twice Before Driving: Towards Scalable Decoders for End-to-End Autonomous Driving CVPR 2023 V3Det: Vast Vocabulary Visual Detection Dataset ICCV 2023 PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane Benchmark ECCV 2022 3D Building Reconstruction From Monocular Remote Sensing Images ICCV 2021 Influence Selection for Active Learning ICCV 2021 Joint Semantic-geometric Learning for Polygonal Building Segmentation AAAI 2021