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Robert Tjarko Lange
Robert Tjarko Lange
Sakana AI, TU Berlin
Verifisert e-postadresse på tu-berlin.de - Startside
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The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
C Lu*, C Lu*, RT Lange*, J Foerster, J Clune, D Ha
arXiv preprint arXiv:2408.06292, 2024
71*2024
evosax: JAX-based Evolution Strategies
RT Lange
Genetic and Evolutionary Computation Conference Companion (GECCO), URL http …, 2022
61*2022
gymnax: A JAX-based reinforcement learning environment library
RT Lange
URL http://github.com/RobertTLange/gymnax, 2022
522022
Discovering Evolution Strategies via Meta-Black-Box Optimization
R Tjarko Lange, T Schaul, Y Chen, T Zahavy, V Dallibard, C Lu, S Singh, ...
11th International Conference on Learning Representations, ICLR 2023, 2023
47*2023
Neural surprise in somatosensory Bayesian learning
S Gijsen*, M Grundei*, RT Lange, D Ostwald, F Blankenburg
PLOS Computational Biology 17 (2), e1008068, 2021
412021
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX
A Rutherford, B Ellis, M Gallici, J Cook, A Lupu, G Ingvarsson, T Willi, ...
Proceedings of the 23rd International Conference on Autonomous Agents and …, 2024
36*2024
Discovering Attention-Based Genetic Algorithms via Meta-Black-Box Optimization
RT Lange, T Schaul, Y Chen, C Lu, T Zahavy, V Dalibard, S Flennerhag
Genetic and Evolutionary Computation Conference Companion (GECCO), 2023
312023
Fish shoals resemble a stochastic excitable system driven by environmental perturbations
L Gómez-Nava, RT Lange, PP Klamser, J Lukas, L Arias-Rodriguez, ...
Nature Physics 19 (5), 663-669, 2023
272023
On Lottery Tickets and Minimal Task Representations in Deep Reinforcement Learning
MA Vischer*, RT Lange*, H Sprekeler
10th International Conference on Learning Representations, ICLR 2022, 2022
262022
Large language models as evolution strategies
R Lange, Y Tian, Y Tang
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2024
232024
Discovering Temporally-Aware Reinforcement Learning Algorithms
MT Jackson, C Lu, L Kirsch, RT Lange, S Whiteson, JN Foerster
Second Agent Learning in Open-Endedness Workshop, 2023
172023
Learning not to learn: Nature versus nurture in silico
RT Lange, H Sprekeler
AAAI Conference on Artificial Intelligence, 2022
142022
The lottery ticket hypothesis: A survey
RT Lange
https://roberttlange.github.io/posts/2020/06/lottery-ticket-hypothesis/, 2020
102020
NeuroEvoBench: Benchmarking Evolutionary Optimizers for Deep Learning Applications
R Lange, Y Tang, Y Tian
Advances in Neural Information Processing Systems 36, 32160-32172, 2023
72023
MLE-Infrastructure: A Set of Lightweight Tools for Distributed Machine Learning Experimentation
RT Lange
URL https://github.com/mle-infrastructure, 2021
72021
Discovering Preference Optimization Algorithms with and for Large Language Models
C Lu, S Holt, C Fanconi, AJ Chan, J Foerster, M van der Schaar, ...
arXiv preprint arXiv:2406.08414, 2024
62024
Position Paper: Leveraging Foundational Models for Black-Box Optimization: Benefits, Challenges, and Future Directions
X Song, Y Tian, RT Lange, C Lee, Y Tang, Y Chen
arXiv preprint arXiv:2405.03547, 2024
6*2024
Semantic RL with Action Grammars: Data-Efficient Learning of Hierarchical Task Abstractions
RT Lange, A Faisal
Deep Reinforcement Learning Workshop (NeurIPS, 2019), 2019
62019
Evolution transformer: In-context evolutionary optimization
R Lange, Y Tian, Y Tang
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2024
42024
Reinforcement Learning with Structured Hierarchical Grammar Representations of Actions
P Christodoulou*, RT Lange*, A Shafti, AA Faisal
arXiv preprint arXiv:1910.02876, 2019
42019
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Artikler 1–20