Concept
Théorie de l'apprentissage social
Publications associées (91)
Imitation Learning in Discounted Linear MDPs without exploration assumptions
Volkan Cevher, Efstratios Panteleimon Skoulakis, Luca Viano
We present a new algorithm for imitation learning in infinite horizon linear MDPs dubbed ILARL which greatly improves the bound on the number of trajectories that the learner needs to sample from the environment. In particular, we re- move exploration assu ...
2024Evaluating the Impact of Learner Control and Interactivity in Conversational Tutoring Systems for Persuasive Writing
Conversational tutoring systems (CTSs) offer a promising avenue for individualized learning support, especially in domains like persuasive writing. Although these systems have the potential to enhance the learning process, the specific role of learner cont ...
2024Causal Influences over Social Learning Networks
This paper investigates causal influences between agents linked by a social graph and interacting over time. In particular, the work examines the dynamics of social learning models and distributed decision-making protocols, and derives expressions that rev ...
2023Vision Transformer Adapters for Generalizable Multitask Learning
Sabine Süsstrunk, Mathieu Salzmann, Deblina Bhattacharjee
We introduce the first multitasking vision transformer adapters that learn generalizable task affinities which can be applied to novel tasks and domains. Integrated into an off-the-shelf vision transformer backbone, our adapters can simultaneously solve mu ...
2023