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Tianyu Hu

4 accepted papers

2025

ChemAgent: Self-updating Memories in Large Language Models Improves Chemical Reasoning

ICLR 2025poster

Chemical reasoning usually involves complex, multi-step processes that demand precise calculations, where even minor errors can lead to cascading failures. Furthermore, large language models (LLMs) encounter difficulties handling domain-specific formulas, executing reasoning steps accurately, and in…

2025

Enhancing Autonomous Driving through Dual-Process Learning with Behavior and Reflection Integration

ICASSP 2025accepted

Contemporary autonomous driving (AD) methodologies, which predominantly convert visual features into control directives, face long-tail challenges due to constraints imposed by limited data distribution. Conversely, human drivers exhibit proficiency in such conditions, underscoring the significance…

Cited by 0SourceScholar
2025

Multi-Agent Debate for LLM Judges with Adaptive Stability Detection

NeurIPS 2025poster

With advancements in reasoning capabilities, Large Language Models (LLMs) are increasingly employed for automated judgment tasks. While LLMs-as-Judges offer promise in automating evaluations, current approaches often rely on simplistic aggregation methods (e.g., majority voting), which can fail e…

Cited by 0SourceScholar
2025

RRT-MVS: Recurrent Regularization Transformer for Multi-View Stereo

AAAI 2025technical

Learning-based multi-view stereo methods aim to predict depth maps for reconstructing dense point clouds. These methods rely on regularization to reduce redundancy in the cost volume. However, existing methods have limitations: CNN-based regularization is restricted to local receptive fields, while…

Cited by 0SourcePDFScholar