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In this paper, we review the question of which action space is best suited for controlling a real biped robot in combination with Sim2Real training.
J. Park and O. Khatib, “Contact consistent control framework for humanoid robots,” in
1969
Earlier work this paper cites.
J. Buchli, M. Kalakrishnan, M. Mistry, P. Pastor, and S. Schaal, “Compliant quadruped locomotion over rough terrain,” in
2009
Earlier work this paper cites.
M. Focchi, T. Boaventura, C. Semini, M. Frigerio, J. Buchli, and D. G. Caldwell, “Torque-control based compliant actuation of a quadruped robot,” in
2012
Earlier work this paper cites.
R. Deits and R. Tedrake, “Footstep planning on uneven terrain with mixed-integer convex optimization,” in
2014
Earlier work this paper cites.
J. Englsberger, A. Werner, C. Ott, B. Henze, M. A. Roa, G. Garofalo, R. Burger, A. Beyer, O. Eiberger, K. Schmid,
2014
Earlier work this paper cites.
X. B. Peng, G. Berseth, and M. Van de Panne, “Dynamic terrain traversal skills using reinforcement learning,”
2015
Earlier work this paper cites.
A. Calanca, R. Muradore, and P. Fiorini, “A review of algorithms for compliant control of stiff and fixed-compliance robots,”
2015
Earlier work this paper cites.
X. B. Peng, G. Berseth, and M. Van de Panne, “Terrain-adaptive locomotion skills using deep reinforcement learning,”
2016
Earlier work this paper cites.
X. B. Peng and M. van de Panne, “Learning locomotion skills using deeprl: Does the choice of action space matter?” in
2017
Earlier work this paper cites.
J. Englsberger, G. Mesesan, A. Werner, and C. Ott, “Torque-based dynamic walking-a long way from simulation to experiment,” in
2018
Earlier work this paper cites.
A. W. Winkler, C. D. Bellicoso, M. Hutter, and J. Buchli, “Gait and trajectory optimization for legged systems through phase-based end-effector parameterization,”
2018
Earlier work this paper cites.
X. B. Peng, P. Abbeel, S. Levine, and M. Van de Panne, “Deepmimic: Example-guided deep reinforcement learning of physics-based character skills,”
2018
Cited alongside, same era.
2018
Cited alongside, same era.
Z. Xie, G. Berseth, P. Clary, J. Hurst, and M. van de Panne, “Feedback control for cassie with deep reinforcement learning,” in
2018
Cited alongside, same era.
X. B. Peng, M. Andrychowicz, W. Zaremba, and P. Abbeel, “Sim-to-real transfer of robotic control with dynamics randomization,” in
2018
Cited alongside, same era.
J. Hwangbo, J. Lee, A. Dosovitskiy, D. Bellicoso, V. Tsounis, V. Koltun, and M. Hutter, “Learning agile and dynamic motor skills for legged robots,”
H. Duan, J. Dao, K. Green, T. Apgar, A. Fern, and J. Hurst, “Learning task space actions for bipedal locomotion,” in
2021
Later among the works it cites.
G. Feng, H. Zhang, Z. Li, X. B. Peng, B. Basireddy, L. Yue, Z. Song, L. Yang, Y. Liu, K. Sreenath,
2022
Later among the works it cites.
S. Gangapurwala, M. Geisert, R. Orsolino, M. Fallon, and I. Havoutis, “Rloc: Terrain-aware legged locomotion using reinforcement learning and optimal control,”
2022
Later among the works it cites.
2022
Later among the works it cites.
T. Miki, J. Lee, J. Hwangbo, L. Wellhausen, V. Koltun, and M. Hutter, “Learning robust perceptive locomotion for quadrupedal robots in the wild,”
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2019
Cited alongside, same era.
J. Lee, J. Hwangbo, L. Wellhausen, V. Koltun, and M. Hutter, “Learning quadrupedal locomotion over challenging terrain,”
2020
Cited alongside, same era.
Z. Xie, P. Clary, J. Dao, P. Morais, J. Hurst, and M. Panne, “Learning locomotion skills for cassie: Iterative design and sim-to-real,” in
2020
Cited alongside, same era.
D. Rodriguez and S. Behnke, “Deepwalk: Omnidirectional bipedal gait by deep reinforcement learning,” in
2021
Cited alongside, same era.
A. Kumar, Z. Fu, D. Pathak, and J. Malik, “Rma: Rapid motor adaptation for legged robots,”
2021
Cited alongside, same era.
Z. Li, X. Cheng, X. B. Peng, P. Abbeel, S. Levine, G. Berseth, and K. Sreenath, “Reinforcement learning for robust parameterized locomotion control of bipedal robots,” in
2021
Cited alongside, same era.
2022
Later among the works it cites.
2022
Later among the works it cites.
R. P. Singh, M. Benallegue, M. Morisawa, R. Cisneros, and F. Kanehiro, “Learning bipedal walking on planned footsteps for humanoid robots,” in
2022
Later among the works it cites.
2022
Later among the works it cites.
M. Schwartz, J. Sim, J. Ahn, S. Hwang, Y. Lee, and J. Park, “Design of the humanoid robot tocabi,” in
2022
Later among the works it cites.
M.-J. Kim, D. Lim, G. Park, and J. Park, “Humanoid balance control using centroidal angular momentum based on hierarchical quadratic programming,” in
2022
Later among the works it cites.