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Liwei Deng

4 accepted papers

2026

Unveiling Uncertainty-Aware Autonomous Cooperative Learning Based Planning Strategy

ICRA 2026poster

In future intelligent transportation systems, autonomous cooperative planning (ACP), becomes a promising technique to increase the effectiveness and security of multi-vehicle interactions. However, multiple uncertainties cannot be fully addressed for existing ACP strategies, e.g. perception, plannin…

2026

Virne: A Comprehensive Benchmark for RL-based Network Resource Allocation in NFV

ICLR 2026poster

Resource allocation (RA) is critical to efficient service deployment in Network Function Virtualization (NFV), a transformative networking paradigm. This task is termed NFV-RA. Recently, deep Reinforcement Learning (RL)-based methods have been showing promising potential to address this combinatoria…

Cited by 0SourcecodeScholar
2025

Unveiling Uncertainty-Aware Autonomous Cooperative Learning Based Planning Strategy

RA-L 2025

In future intelligent transportation systems, autonomous cooperative planning (ACP), becomes a promising technique to increase the effectiveness and security of multi-vehicle interactions. However, multiple uncertainties cannot be fully addressed for existing ACP strategies, e.g. perception, plannin

Cited by 1SourceScholar
2023

History Semantic Graph Enhanced Conversational KBQA with Temporal Information Modeling

ACL 2023long

Context information modeling is an important task in conversational KBQA. However, existing methods usually assume the independence of utterances and model them in isolation. In this paper, we propose a History Semantic Graph Enhanced KBQA model (HSGE) that is able to effectively model long-range se…

Cited by 2SourcePDFScholar