activity
20112020
most citedTeaching Inverse Reinforcement Learners via Features and Demonstrations

36 citations · 102 across the 8 of their papers we have counts for

collaborators

8 papers

cs.LG2020★ 1 cited

Inverse Reinforcement Learning via Matching of Optimality Profiles

Luis Haug, Ivan Ovinnikov, Eugene Bykovets

The goal of inverse reinforcement learning (IRL) is to infer a reward function that explains the behavior of an agent performing a task. The assumption that most approaches make is…

eess.IV2020★ 12 cited

Semantic Segmentation of Histopathological Slides for the Classification of Cutaneous Lymphoma and Eczema

Jérémy Scheurer, Claudio Ferrari, Luis Berenguer Todo Bom +3

Mycosis fungoides (MF) is a rare, potentially life threatening skin disease, which in early stages clinically and histologically strongly resembles Eczema, a very common and benign…

cs.LG2020

Understanding the Power and Limitations of Teaching with Imperfect Knowledge

Rati Devidze, Farnam Mansouri, Luis Haug +2

Machine teaching studies the interaction between a teacher and a student/learner where the teacher selects training examples for the learner to learn a specific task. The typical a…

cs.LG2019★ 25 cited

Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints

Sebastian Tschiatschek, Ahana Ghosh, Luis Haug +2

Inverse reinforcement learning (IRL) enables an agent to learn complex behavior by observing demonstrations from a (near-)optimal policy. The typical assumption is that the learner…

cs.LG2018★ 36 cited

Teaching Inverse Reinforcement Learners via Features and Demonstrations

Luis Haug, Sebastian Tschiatschek, Adish Singla

Learning near-optimal behaviour from an expert's demonstrations typically relies on the assumption that the learner knows the features that the true reward function depends on. In…

math.SG2015★ 12 cited

Lagrangian antisurgery

Luis Haug

We describe an operation which modifies a Lagrangian submanifold in a symplectic manifold such as to produce a new immersed Lagrangian submanifold , which as a smo…

math.SG2013★ 8 cited

The Lagrangian cobordism group of

Luis Haug

We compute the Lagrangian cobordism group of the standard symplectic 2-torus and prove that it is isomorphic to the Grothendieck group of its derived Fukaya category. The proofs us…

math.SG2011★ 8 cited

On the Quantum Homology of Real Lagrangians in Fano Toric Manifolds

Luis Haug

We study the Lagrangian quantum homology of real parts of Fano toric manifolds of minimal Chern number at least 2, using coefficients in a ring of Laurent polynomials over Z/2Z. We…