Ling Pan

Using Virtual Reality Technology to Visualize Management of College Assets in the Internet of Things Environment

2020 · IEEE Access

This article studies the visual management of college assets under the changing environment of the Internet of Things, uses virtual reality technology to discuss the mechanism of its visualization, and studies the technical selection from …

Improving Generalization and Data Efficiency with Diffusion in Offline Multi-agent RL

2023 · arXiv (Cornell University)

We present a novel Diffusion Offline Multi-agent Model (DOM2) for offline Multi-Agent Reinforcement Learning (MARL). Different from existing algorithms that rely mainly on conservatism in policy design, DOM2 enhances policy expressiveness and diversity based on …

One is More: Diverse Perspectives within a Single Network for Efficient DRL

2023 · arXiv (Cornell University)

Deep reinforcement learning has achieved remarkable performance in various domains by leveraging deep neural networks for approximating value functions and policies. However, using neural networks to approximate value functions or policy functions still faces challenges, …

Navigate the Unknown: Enhancing LLM Reasoning with Intrinsic Motivation Guided Exploration

2025 · arXiv (Cornell University)

Reinforcement Learning (RL) has become a key approach for enhancing the reasoning capabilities of large language models. However, prevalent RL approaches like proximal policy optimization and group relative policy optimization suffer from sparse, outcome-based rewards …