Search Results for author: Siming Liu

Found 10 papers, 0 papers with code

Enabling Multi-Agent Transfer Reinforcement Learning via Scenario Independent Representation

no code implementations13 Feb 2024 Ayesha Siddika Nipu, Siming Liu, Anthony Harris

Multi-Agent Reinforcement Learning (MARL) algorithms are widely adopted in tackling complex tasks that require collaboration and competition among agents in dynamic Multi-Agent Systems (MAS).

reinforcement-learning SMAC+ +2

MAIDCRL: Semi-centralized Multi-Agent Influence Dense-CNN Reinforcement Learning

no code implementations12 Feb 2024 Ayesha Siddika Nipu, Siming Liu, Anthony Harris

Distributed decision-making in multi-agent systems presents difficult challenges for interactive behavior learning in both cooperative and competitive systems.

Decision Making reinforcement-learning +2

Radial Profiles of Non-thermal Emission from Supernova Remnant RX J1713.7-3946

no code implementations4 Mar 2021 Yunyong Tang, Siming Liu

Supernova remnant RX J1713. 7-3946 (also named as G347. 3-0. 5) has exhibited largest surface brightness, detailed spectral and shell-type morphology, it is one of the brightest TeV sources.

High Energy Astrophysical Phenomena

Polarization Predictions in the GRB Prompt Phase with the Internal Shock Model

no code implementations4 Mar 2021 Mi-Xiang Lan, Hao-Bing Wang, Siyao Xu, Siming Liu, Xue-Feng Wu

Therefore, we conclude that the energy dependence of PD can be used to distinguish these two models for the GRB prompt emission.

High Energy Astrophysical Phenomena

Origin of Strong Linear Polarization from Fast Radio Bursts

no code implementations17 Dec 2020 Runna Wang, Siming Liu, Anda Xiong, Qi-Hui Chen, Fengrong Zhu

Relativistic electrons in such orbits may be responsible for the almost 100% polarized emission from FRB 121102.

High Energy Physics - Phenomenology

Crowd Scene Analysis by Output Encoding

no code implementations27 Jan 2020 Yao Xue, Siming Liu, Yonghui Li, Xueming Qian

In addition, proper receptive field sizes are crucial for crowd analysis due to human size variations.

regression

Evolutionary Multi-objective Optimization of Real-Time Strategy Micro

no code implementations27 Mar 2018 Rahul Dubey, Joseph Ghantous, Sushil Louis, Siming Liu

We believe that our results indicate the usefulness of potential fields as a representation, and of evolutionary multi-objective optimization as an approach, for generating good micro.

Real-Time Strategy Games

Neuroevolution for RTS Micro

no code implementations27 Mar 2018 Aavaas Gajurel, Sushil J. Louis, Daniel J Mendez, Siming Liu

This paper evolves neural networks to control movement and attack commands, also called micro, for a group of ranged units skirmishing with a group of melee units.

Starcraft

Co-evolving Real-Time Strategy Game Micro

no code implementations27 Mar 2018 Navin K Adhikari, Sushil J. Louis, Siming Liu, Walker Spurgeon

Although good long-term macro-strategy and good short-term unit micromanagement both impact real-time strategy games performance, this paper focuses on generating quality micro.

Management Real-Time Strategy Games

Multi-objective evolution for 3D RTS Micro

no code implementations8 Mar 2018 Sushil J. Louis, Siming Liu

We attack the problem of controlling teams of autonomous units during skirmishes in real-time strategy games.

Starcraft

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