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Shiming Song

3 accepted papers

2026

Learning Reward–Cost Balance in Safe RL via Score-Based World Models

ICML 2026poster

Safe reinforcement learning (Safe RL) seeks to optimize long-term performance while ensuring adherence to safety constraints. However, most existing approaches address safety in a simplified manner, typically by linearly combining rewards and costs, which provides limited guidance when safety and pe…

Cited by 0SourceScholar
2026

Zero-shot Active Mapping via Fused 360-BEV Representations and Vision–Language Models

ICML 2026poster

Active mapping enables embodied agents to understand and interact in previously unseen environments. However, most methods struggle to achieve zero-shot generalization to large-scale scenes and lack support for language instructions. We propose a VLM-based active mapping method that achieves zero-sh…

Cited by 0SourceScholar
2025

Enhancing Visual Localization with Cross-Domain Image Generation

ICML 2025poster

Visual localization aims to predict the absolute camera pose for a single query image. However, predominant methods focus on single-camera images and scenes with limited appearance variations, limiting their applicability to cross-domain scenes commonly encountered in real-world applications. Furthe…