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Mingze Li

5 accepted papers

2026

STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

CVPR 2026

Multimodal Large Language Models (MLLMs) remain far from human-level performance in multi-view spatial reasoning, where models must establish object correspondences across view and infer coherent scene semantics. We analyze this limitation through the Transformation-Driven Visual Reasoning (TVR) tas

Cited by 0SourcecodeScholar
2025

Geometric Mixture Models for Electrolyte Conductivity Prediction

NeurIPS 2025poster

Accurate prediction of ionic conductivity in electrolyte systems is crucial for advancing numerous scientific and technological applications. While significant progress has been made, current research faces two fundamental challenges: (1) the lack of high-quality standardized benchmarks, and (2) ina…

Cited by 0SourceScholar
2025

Rhythm Controllable and Efficient Zero-Shot Voice Conversion via Shortcut Flow Matching

ACL 2025long

Zero-Shot Voice Conversion (VC) aims to transform the source speaker’s timbre into an arbitrary unseen one while retaining speech content. Most prior work focuses on preserving the source’s prosody, while fine-grained timbre information may leak through prosody, and transferring target prosody to sy…

2024

AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head

AAAI 2024technical

Large language models (LLMs) have exhibited remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. Despite the recent success, current LLMs are not capable of processing complex audio information or conducting spoken conversations (lik…

2023

Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models

ICML 2023poster

Large-scale multimodal generative modeling has created milestones in text-to-image and text-to-video generation. Its application to audio still lags behind for two main reasons: the lack of large-scale datasets with high-quality text-audio pairs, and the complexity of modeling long continuous audio…