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08/21/2023
Hybrid classical-quantum computing: are we forgetting the classical part in the binomial?
The expectations arising from the latest achievements in the quantum com...
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08/05/2023
Solving Logistic-Oriented Bin Packing Problems Through a Hybrid Quantum-Classical Approach
The Bin Packing Problem is a classic problem with wide industrial applic...
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04/28/2023
Benchmark dataset and instance generator for Real-World Three-Dimensional Bin Packing Problems
In this paper, a benchmark for real-world bin packing problems is propos...
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04/18/2023
Using Offline Data to Speed-up Reinforcement Learning in Procedurally Generated Environments
One of the key challenges of Reinforcement Learning (RL) is the ability ...
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03/01/2023
Hybrid Approach for Solving Real-World Bin Packing Problem Instances Using Quantum Annealers
Efficient packing of items into bins is a common daily task. Known as Bi...
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11/30/2022
Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation
Reinforcement Learning has emerged as a strong alternative to solve opti...
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07/01/2022
Analyzing the behaviour of D'WAVE quantum annealer: fine-tuning parameterization and tests with restrictive Hamiltonian formulations
Despite being considered as the next frontier in computation, Quantum Co...
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05/23/2022
An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments
In the last few years, the research activity around reinforcement learni...
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02/24/2022
Collaborative Training of Heterogeneous Reinforcement Learning Agents in Environments with Sparse Rewards: What and When to Share?
In the early stages of human life, babies develop their skills by explor...
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02/11/2021
Focusing on the Hybrid Quantum Computing – Tabu Search Algorithm: new results on the Asymmetric Salesman Problem
Quantum Computing is an emerging paradigm which is gathering a lot of po...
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12/09/2020
Hybrid Quantum Computing – Tabu Search Algorithm for Partitioning Problems: preliminary study on the Traveling Salesman Problem
Quantum Computing is considered as the next frontier in computing, and i...
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09/30/2020
A Coevolutionary Variable Neighborhood Search Algorithm for Discrete Multitasking (CoVNS): Application to Community Detection over Graphs
The main goal of the multitasking optimization paradigm is to solve mult...
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08/09/2020
