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Pengyuan Wei

2 accepted papers

2026

AcoustoReinforce: Multi-Particle Acoustophoretic Path Planning with Deep Reinforcement Learning

AAAI 2026technical

Acoustophoresis uses sound waves to manipulate small objects in mid-air and has broad potential in various applications. However, stable multi-particle levitation remains challenging due to complex acoustic dynamics and limitations of existing models. We introduce AcoustoReinforce, a reinforcement l

Cited by 0SourcePDFScholar
2025

Long-Short Decision Transformer: Bridging Global and Local Dependencies for Generalized Decision-Making

ICLR 2025poster

Decision Transformers (DTs) effectively capture long-range dependencies using self-attention but struggle with fine-grained local relationships, especially the Markovian properties in many offline-RL datasets. Conversely, Decision Convformer (DC) utilizes convolutional filters for capturing local pa…

Cited by 1SourcePDFScholar