Ziyu Guo

MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models

Exploring the Potential of Encoder-free Architectures in 3D LMMs

MC-LLaVA: Multi-Concept Personalized Vision-Language Model

BEAR: Benchmarking and Enhancing Multimodal Language Models for Atomic Embodied Capabilities

HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model

CrossLMM: Decoupling Long Video Sequences from LMMs via Dual Cross-Attention Mechanisms

UniCTokens-R1: Boosting Unified Personalization via Reinforcement Learning

Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking

Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO

T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens

What We Miss Matters: Learning from the Overlooked in Point Cloud Transformers

MMSearch: Unveiling the Potential of Large Models as Multi-modal Search Engines

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine

Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos

HybridVLA: Collaborative Autoregression and Diffusion in a Unified Vision-Language-Action Model

MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

PointACL: Point Cloud Understanding via Attention-Driven Contrastive Learning