Marlos C. Machado

23 publications

13 venues

H Index 6

Affiliation

Department of Computing Science, University of Alberta, Canada
Federal University of Minas Gerais, Belo Horizonte, Brazil

Links

Name Venue Year citations
Reward-Respecting Subtasks for Model-Based Reinforcement Learning (Abstract Reprint). AAAI 2024 0
Averaging n-step Returns Reduces Variance in Reinforcement Learning. ICML 2024 0
Proper Laplacian Representation Learning. ICLR 2024 0
GVFs in the real world: making predictions online for water treatment. MLJ 2024 0
Investigating the properties of neural network representations in reinforcement learning. Artificial Intelligence 2024 0
Deep Laplacian-based Options for Temporally-Extended Exploration. ICML 2023 0
Trajectory-Aware Eligibility Traces for Off-Policy Reinforcement Learning. ICML 2023 0
Temporal Abstraction in Reinforcement Learning with the Successor Representation. JMLR 2023 0
Reward-respecting subtasks for model-based reinforcement learning. Artificial Intelligence 2023 0
Temporal abstractions-augmented temporally contrastive learning: An alternative to the Laplacian in RL. UAI 2022 5
A general class of surrogate functions for stable and efficient reinforcement learning. AISTATS 2022 0
Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning. ICLR 2021 84
Beyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization. ICML 2021 0
Exploration in Reinforcement Learning with Deep Covering Options. ICLR 2020 34
On Bonus Based Exploration Methods In The Arcade Learning Environment. ICLR 2020 36
An operator view of policy gradient methods. NIPS/NeurIPS 2020 15
Count-Based Exploration with the Successor Representation. AAAI 2020 0
Accelerating Learning in Constructive Predictive Frameworks with the Successor Representation. IROS 2018 9
Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents (Extended Abstract). IJCAI 2018 0
Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents. JAIR 2018 0
A Laplacian Framework for Option Discovery in Reinforcement Learning. ICML 2017 209
State of the Art Control of Atari Games Using Shallow Reinforcement Learning. AAMAS 2016 0
True Online Temporal-Difference Learning. JMLR 2016 0
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