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Peng-Fei Zhang

5 accepted papers

2025

Enhancing Long-and Short-Term Representations for Next POI Recommendations via Frequency and Hierarchical Contrastive Learning

AAAI 2025technical

Next POI recommendation aids users in predicting their destinations of interest and plays an increasingly vital role in location-based social services. Recent works focus on analyzing both long-term and short-term interests in POI recommendation to gain a deeper understanding of user profiles. Howev…

Cited by 0SourcePDFScholar
2024

Abstract and Explore: A Novel Behavioral Metric with Cyclic Dynamics in Reinforcement Learning

AAAI 2024technical

Intrinsic motivation lies at the heart of the exploration of reinforcement learning, which is primarily driven by the agent's inherent satisfaction rather than external feedback from the environment. However, in recent more challenging procedurally-generated environments with high stochasticity and…

2023

Abstract then Play: A Skill-centric Reinforcement Learning Framework for Text-based Games

ACL 2023findings

Text-based games present an exciting test-bed for reinforcement learning algorithms in the natural language environment. In these adventure games, an agent must learn to interact with the environment through text in order to accomplish tasks, facing large and combinational action space as well as pa…

Cited by 1SourcePDFScholar
2023

FedVMR: A New Federated Learning Method for Video Moment Retrieval

ICASSP 2023accepted

Despite the great success achieved, existing video moment retrieval (VMR) methods are developed under the assumption that data are centralizedly stored. However, in real-world applications, due to the inherent nature of data generation and privacy concerns, data are often distributed on different si…

Cited by 0SourceScholar