KIT - Karlsruher Institut für Technologie
Autonomous Learning Robots Lab

Autonomous Learning Robots Lab

We do research on robot learning.

Research Areas

Reinforcement Learning

Reinforcement Learning

New Reinforcement Learning Algorithms for learning complex skills.

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Imitation Learning

Imitation Learning

Efficiently learning from human demonstrations across model sizes and input modalities.

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ML for Simulation

ML for Simulation

Developing advanced graph-based algorithms for physics-consistent simulations and automated engineering workflows.

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Probabilistic Inference and Generative Modeling

Probabilistic Inference and Generative Modeling

Fundamental algorithms for learning and inference in complex probabilistic models.

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News

Four papers accepted at ICLR 2026

We have four accepted papers at ICLR, including one oral presentation! See you all in Rio de Janeiro, Brazil 🇧🇷!

New Humanoid Robots

We have three new humoid robots from Unitree available for research:

  • Unitree H1-2: Human-sized humanoid, primarily for manipulation tasks
  • Two Unitree G1: Child-sized humanoid for locomotion and mobile manipulation tasks

We are at NeurIPS 2025

We are presenting six papers at NeurIPS 2025! Come check out

  • PointMapPolicy: Thursday 11am, Poster 2402
  • MaNGO - Adaptable Graph Network Simulators via Meta-Learning: Thursday 11am, Poster 3918

Six papers accepted at NeurIPS 2025

Six out of six submissions were accepted at NeurIPS, including two spotlights and two awesome collaborations! See you all in San Diego!