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Yuting Huang

4 accepted papers

2026

EcoVLA: Environment-Aware Adaptive Pruning with Interleaved Inference Orchestration for Vision-Language-Action Models

ICML 2026spotlight

While Vision-Language-Action (VLA) models hold promise in embodied intelligence, their large parameter counts lead to substantial inference latency that hinders real-time manipulation, motivating parameter sparsification. However, as the environment evolves during VLA execution, the optimal sparsity…

Cited by 0SourceScholar
2025

Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach

NeurIPS 2025poster

Spatio-temporal prediction plays a crucial role in intelligent transportation, weather forecasting, and urban planning. While integrating multi-modal data has shown potential for enhancing prediction accuracy, key challenges persist: (i) inadequate fusion of multi-modal information, (ii) confounding…

Cited by 0SourceScholar
2025

Improving Efficiency of Answer Set Planning with Rough Solutions from Large Language Models for Robotic Task Planning

IJCAI 2025

Answer Set Programming (ASP) planning can be used to refine the rough solutions generated by Large Language Models (LLMs) to handle specific restrictions of actions, i.e., reconstruct the rough solutions to be executable, for robotic task planning. However, it is still challenging to efficiently sol

2025

Rewrite to Jailbreak: Discover Learnable and Transferable Implicit Harmfulness Instruction

ACL 2025finding

As Large Language Models (LLMs) are widely applied in various domains, the safety of LLMs is increasingly attracting attention to avoid their powerful capabilities being misused. Existing jailbreak methods create a forced instruction-following scenario, or search adversarial prompts with prefix or s…