Extraction and Transfer of Knowledge in Reinforcement Learning

(English) Presentation of « Reinforcement learning and transfer of knowledge » at PDAI organized by AfIA

(English) Two papers on multi-armed bandit accepted at AI&Stats’16

Désolé, cet article est seulement disponible en Anglais Américain.

(English) Presentation of « Reinforcement learning and transfer of knowledge » at PDAI organized by AfIA

Désolé, cet article est seulement disponible en Anglais Américain.

ExTra-Learn is a JCJC-ANR project on "Transfer in Reinforcement Learning" at SequeL (Inria Lille - Nord Europe).
Our objective is to develop novel transfer learning algorithms with the ultimate goal of enabling
reinforcement learning algorithms to continuously improve their performance over time.

Description

ExTra-Learn investigates how reinforcement learning can be enhanced by a transfer approach where the learner leverages over the experience collected in solving multiple tasks to improve the learning performance.

ExTra-Learn is funded by ANR through the JCJC program and it is hosted at INRIA Lille within the SequeL team and it is managed by A. Lazaric.

ExTra-Learn is organized over three main tasks investigating different aspects of transfer in reinforcement learning.

Here you can find all the publications and talks related to ExTra-Learn.

(English) Four papers on multi-armed bandit and reinforcement learning accepted at AI&Stats’17

Désolé, cet article est seulement disponible en Anglais Américain.

(English) One paper accepted at CAp’16 on « Parallel Higher Order Alternating Least Square for Tensor Recommender System »

Désolé, cet article est seulement disponible en Anglais Américain.

Extraction and Transfer of Knowledge in Reinforcement Learning

(English) Two papers on multi-armed bandit accepted at AI&Stats’16

(English) Presentation of « Reinforcement learning and transfer of knowledge » at PDAI organized by AfIA

Description

Consortium

Structure

Publications

(English) Four papers on multi-armed bandit and reinforcement learning accepted at AI&Stats’17

(English) One paper accepted at CAp’16 on « Parallel Higher Order Alternating Least Square for Tensor Recommender System »

(English) Two papers on multi-armed bandit accepted at AI&Stats’16

(English) Presentation of « Reinforcement learning and transfer of knowledge » at PDAI organized by AfIA

(English) Two papers on apprenticeship learning at IJCAI’15

(English) Presentation of « Challenges of multi-task and transfer in reinforcement learning » at Dagstuhl seminar

(English) Ph.D. proposal on « Transfer in multi-armed bandit and reinforcement learning »

(English) One paper accepted at NIPS’14 on multi-armed bandit on graphs

(English) Presentation of « Multi-task Linear Bandits » @NIPS’14 Workshop on Transfer and Multi-task Learning

(English) Publication of « Sparse Multi-Task Reinforcement Learning » @NIPS’14