Collaborative Evolution of 3D Models

no code implementations • 27 Nov 2017 • Juan C. Quiroz, Amit Banerjee, Sushil J. Louis, Sergiu M. Dascalu

We present a computational model of creative design based on collaborative interactive genetic algorithms.

Multi-objective evolution for 3D RTS Micro

no code implementations • 8 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

Neuroevolution for RTS Micro

no code implementations • 27 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 implementations • 27 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

Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization

2 code implementations • 19 Feb 2019 • Adarsh Sehgal, Hung Manh La, Sushil J. Louis, Hai Nguyen

Reinforcement learning (RL) enables agents to take decision based on a reward function.

reinforcement-learning Reinforcement Learning (RL)

GPU Acceleration of Sparse Neural Networks

no code implementations • 9 May 2020 • Aavaas Gajurel, Sushil J. Louis, Frederick C Harris

Our results show that the activation of sparse neural networks lends very well to GPU acceleration and can help speed up machine learning strategies which generate such networks or other processes that have similar structure.

BIG-bench Machine Learning Network Pruning