Intro
Currently I am a PhD student with Prof. Foerster J. at FLAIR at the University of Oxford and previously Vector Institute , University of Toronto. During my PhD, I was a Research Intern at Google DeepMind in the Montreal team. Before my PhD, I was a Research Scientist at Nnaisense , where we developed Deep Learning based technologies to solve problems in industry. Before joining Nnaisense, I completed my MSc in Artificial Intelligence at the Università della Svizzera italiana .
My research interests include Multi-Agent Reinforcement Learning, Generative Models and Meta-Learning.
Highlighted Work
No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery , Arxiv
Rutherford A., Beukman M., Willi T., Lacerda B., Hawes N., Foerster J.
Jafar: An Open-Source Genie Reimplemention in Jax , Workshop @ ICML 2024
Willi* T., Jackson* Matthew T., , Foerster J.
Mixture of Experts in a Mixture of RL settings , RLC 2024
Willi* T., Obando-Ceron* J. , Foerster J. ,Dziugaite K. , Castro P.
Mixtures of Experts Unlock Parameter Scaling for Deep RL , ICML 2024 (spotlight, 3.5%)
Obando-Ceron* J. , Sokar* G. , Willi* T., Lyle C. , Farebrother J. , Foerster J. , Dziugaite K. , Precup D., Castro P.
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX , AAMAS 2024, (ext. abs)
Rutherford* A., Ellis* B., Gallici* M., Cook* J., Lupu* A., Ingvarsson* G., Willi* T., Khan A., Schroeder de Witt C., Souly A., Bandyopadhyay S., Samvelyan M, Jiang M., Lange R., Whiteson S., Lacerda B., Hawes N., Rocktäschel T. , Lu* C. , Foerster J.
Analysing the Sample Complexity of Opponent Shaping , AAMAS 2024 (oral)
Fung K., Zhang Q., Lu C. , Willi T., Foerster J.
Leading the Pack: N-player Opponent Shaping , Workshop @ Neurips 2023 (oral)
Souly A. ,Willi T. ,Khan A. , Kirk R. , Lu C. , Grefenstette E. , Rocktäschel T.
Pax: Scalable Opponent Shaping in Jax , Github
Willi T., Khan* A. , Kwan* N. , Lu C. , Foerster J.
Scaling Opponent Shaping to High Dimensional Games , AAMAS 2024 (oral)
Khan* A. , Willi* T. , Kwan* N. ,Tacchetti A. ,Lu C. , Grefenstette E. , Rocktäschel T. , Foerster J.
Adversarial Cheap Talk , ICML 2023 & 5 Workshops @ ICML 2022
Lu C. , Willi T. , Letcher A. , Foerster J.
Model-Free Opponent Shaping , ICML 2022 (short presentation, 22%)
Lu C. , Willi T. , Schroeder de Witt C. , Foerster J.
COLA: Consistent Learning with Opponent-Learning Awareness , ICML 2022 (short presentation, 22%)
Willi T.* , Treutlein J.* , Letcher A.* , Foerster J.
Recurrent Neural Processes , Neurips 2019 BDL Workshop (oral)
Willi T. , Masci J. , Schmidhuber J. , Osendorfer C.
Master's Thesis "Recurrent Neural Processes"
Supervised by Schmidhuber J. and Osendorfer C.
Miscellaneous
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Talks
Races
Date
Event
Time
Distance
Ascent
22.10.2023
Transviamala
02:12:08
19.9km
+950m/-620m
21.10.2023
Transruinaulta Trailmarathon
06:27:50
42.2km
1800m
10.6.2023
Exmoor Trailultra
07:42:56
52.4km
2068m
14.5.2023
Oxford Town and Gown
47:29
10km
0m
18.6.2022
Oxford to Cambridge (DNF)
30h
105km
??
8.5.2022
Oxford Town and Gown
47:17
10km
0m
6.3.2022
Cambridge Halfmarathon
1:55:38
21.1km
0m
9.12.2021
Inofficial Timon's Oxford Marathon
5:02:18
42.38km
250m
21.8.2021
Greinatrail
4:38:07
27.38km
1411m
20.10.2019
Transviamala
2:33:20.0
19km
+950m/-620m
19.10.2019
Transruinaulta Trailmarathon
5:46:05.8
42.2km
1800m
15.6.2019
Scenic Trail K54 (DNF)
9:51:02
50km
3566m
21.10.2018
Transviamala
2:12:12.9
19km
+950m/-620m
20.10.2018
Transruinaulta Trailmarathon
6:30:00.7
42.2km
1800m
9.6.2018
Scenic Trail K27
4:22:17
27km
2100m
22.10.2017
Transviamala
2:08:33.7
19km
+950m/-620m
21.10.2017
Transruinaulta Trailmarathon
5:28:15.9
42.2km
1800m
1.1.2017
Neujahrshalbmarathon Schlieren
2:02:42.4
21.1km
0m
23.10.2016
Transviamala
2:11:17.3
19km
+950m/-620m
19.10.2014
Transviamala
2:23:44.2
19km
+950m/-620m
Contact
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i = 0;
while (!deck.isInOrder()) {
print 'Iteration ' + i;
deck.shuffle();
i++;
}
print 'It took ' + i + ' iterations to sort the deck.';
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Description
Price
Item One
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29.99
Item Two
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19.99
Item Three
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29.99
Item Four
Vitae integer tempus condimentum.
19.99
Item Five
Ante turpis integer aliquet porttitor.
29.99
100.00
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Description
Price
Item One
Ante turpis integer aliquet porttitor.
29.99
Item Two
Vis ac commodo adipiscing arcu aliquet.
19.99
Item Three
Morbi faucibus arcu accumsan lorem.
29.99
Item Four
Vitae integer tempus condimentum.
19.99
Item Five
Ante turpis integer aliquet porttitor.
29.99
100.00