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Home/Authors/Giansalvo Cirrincione

Giansalvo Cirrincione

1 indexed paper

Recent (6 mo)
1
With code
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Publications per year

1
26

Top categories

Robotics×1ML×1

Frequent co-authors

Zahra Abdalla Elashaal1×
Afef Hfaiedh1×
Nahla Khraief1×
Issmail Ellabib1×

Research Timeline

2026
Hierarchical Soft Actor-Critic for Sparse-Reward Long-Horizon Reinforcement Learning

The paper proposes a Hierarchical Reinforcement Learning framework with two levels for handling high-level strategic planning and low-level continuous-control using Soft Actor-Critic and entropy-regularized policy optimization. It outperforms flat SAC in sparse-reward long-horizon search tasks.

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Papers

cs.ROcs.LGEmpiricalRecentJul 26, 2026

Hierarchical Soft Actor-Critic for Sparse-Reward Long-Horizon Reinforcement Learning

Zahra Abdalla Elashaal, Afef Hfaiedh, Nahla Khraief, Issmail Ellabib +1 more

The paper proposes a Hierarchical Reinforcement Learning framework with two levels for handling high-level strategic planning and low-level continuous-control using Soft Actor-Critic and entropy-regul…

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