Lenz Belzner

72 papers A* 5A 4B 1C 5Misc 3Journal 27Unranked 27
YearRankTypeTitle / Venue / Authors
2025 — conf
The Evolution of Criticality in Deep Reinforcement Learning.
ICAART (3)
Chidvilas Karpenahalli Ramakrishna, Adithya Mohan, Zahra Zeinaly, Lenz Belzner
2024 A* conf
Detecting Influence Structures in Multi-Agent Reinforcement Learning.
ICML
Fabian Raoul Pieroth, Katherine E. Fitch, Lenz Belzner
2024 J jnl
Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning.
Auton. Agents Multi Agent Syst.
Thomy Phan, Felix Sommer, Fabian Ritz, Philipp Altmann, Jonas Nüßlein, Michael Kölle, Lenz Belzner, Claudia Linnhoff-Popien
2024 — conf
SEGym: Optimizing Large Language Model Assisted Software Engineering Agents with Reinforcement Learning.
AISoLA
Gerhard Stenzel, Kyrill Schmid, Michael Kölle, Philipp Altmann, Marian Lingsch Rosenfeld, Maximilian Zorn, Tim Bücher, Thomas Gabor, Martin Wirsing, Lenz Belzner
2023 — conf
Large Language Model Assisted Software Engineering: Prospects, Challenges, and a Case Study.
AISoLA
Lenz Belzner, Thomas Gabor, Martin Wirsing
2023 — conf
Towards Systematically Engineering Autonomous Systems Using Reinforcement Learning and Planning.
Analysis, Verification and Transformation for Declarative Programming and Intelligent Systems
Martin Wirsing, Lenz Belzner
2022 A conf
Emergent Cooperation from Mutual Acknowledgment Exchange.
AAMAS
Thomy Phan, Felix Sommer, Philipp Altmann, Fabian Ritz, Lenz Belzner, Claudia Linnhoff-Popien
2022 — conf
On Learning Stable Cooperation in the Iterated Prisoner's Dilemma with Paid Incentives.
ICDCS Workshops
Xiyue Sun, Fabian R. Pieroth, Kyrill Schmid, Martin Wirsing, Lenz Belzner
2022 J jnl
Self-Replication in Neural Networks.
Artif. Life
Thomas Gabor, Steffen Illium, Maximilian Zorn, Cristian Lenta, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien
2022 J jnl
Stochastic Market Games.
CoRR
Kyrill Schmid, Lenz Belzner, Robert Müller, Johannes Tochtermann, Claudia Linnhoff-Popien
2021 C conf
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning.
ALIFE
Fabian Ritz, Daniel Ratke, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
2021 — conf
DYME: A Dynamic Metric for Dialog Modeling Learned from Human Conversations.
ICONIP (5)
Florian von Unold, Monika Wintergerst, Lenz Belzner, Georg Groh
2021 B conf
Distributed Emergent Agreements with Deep Reinforcement Learning.
IJCNN
Kyrill Schmid, Robert Müller, Lenz Belzner, Johannes Tochtermann, Claudia Linnhoff-Popien
2021 C conf
Learning to Penalize Other Learning Agents.
ALIFE
Kyrill Schmid, Lenz Belzner, Claudia Linnhoff-Popien
2021 A* conf
Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition.
AAAI
Thomy Phan, Lenz Belzner, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Claudia Linnhoff-Popien
2021 A* conf
Stochastic Market Games.
IJCAI
Kyrill Schmid, Lenz Belzner, Robert Müller, Johannes Tochtermann, Claudia Linnhoff-Popien
2021 J jnl
Synthesizing safe policies under probabilistic constraints with reinforcement learning and Bayesian model checking.
Sci. Comput. Program.
Lenz Belzner, Martin Wirsing
2021 A* conf
VAST: Value Function Factorization with Variable Agent Sub-Teams.
NeurIPS
Thomy Phan, Fabian Ritz, Lenz Belzner, Philipp Altmann, Thomas Gabor, Claudia Linnhoff-Popien
2020 J jnl
Bayesian Surprise in Indoor Environments.
CoRR
Sebastian Feld, Andreas Sedlmeier, Markus Friedrich, Jan Franz, Lenz Belzner
2020 — conf
Multi-agent Reinforcement Learning for Bargaining under Risk and Asymmetric Information.
ICAART (1)
Kyrill Schmid, Lenz Belzner, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien
2020 J jnl
Synthesizing Safe Policies under Probabilistic Constraints with Reinforcement Learning and Bayesian Model Checking.
CoRR
Lenz Belzner, Martin Wirsing
2020 — conf
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.
ICSE (Workshops)
Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien
2020 J jnl
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline.
CoRR
Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien
2020 J jnl
The scenario coevolution paradigm: adaptive quality assurance for adaptive systems.
Int. J. Softw. Tools Technol. Transf.
Thomas Gabor, Andreas Sedlmeier, Thomy Phan, Fabian Ritz, Marie Kiermeier, Lenz Belzner, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner N. Schmid, Jan Wieghardt, Marc Zeller, Claudia Linnhoff-Popien
2020 J jnl
Trajectory annotation using sequences of spatial perception.
CoRR
Sebastian Feld, Steffen Illium, Andreas Sedlmeier, Lenz Belzner
2020 J jnl
Uncertainty-Based Out-of-Distribution Classification in Deep Reinforcement Learning.
CoRR
Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
2020 — conf
Uncertainty-based Out-of-Distribution Classification in Deep Reinforcement Learning.
ICAART (2)
Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
2019 — conf
Bayesian Surprise in Indoor Environments.
SIGSPATIAL/GIS
Sebastian Feld, Andreas Sedlmeier, Markus Friedrich, Jan Franz, Lenz Belzner
2019 A conf
Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies.
AAMAS
Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien
2019 J jnl
Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies.
CoRR
Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien
2019 J jnl
Emergent Escape-based Flocking Behavior using Multi-Agent Reinforcement Learning.
CoRR
Carsten Hahn, Thomy Phan, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien
2019 C conf
Emergent Escape-based Flocking behavior using Multi-Agent Reinforcement Learning.
ALIFE
Carsten Hahn, Thomy Phan, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien
2019 A* conf
Memory Bounded Open-Loop Planning in Large POMDPs Using Thompson Sampling.
AAAI
Thomy Phan, Lenz Belzner, Marie Kiermeier, Markus Friedrich, Kyrill Schmid, Claudia Linnhoff-Popien
2019 J jnl
Memory Bounded Open-Loop Planning in Large POMDPs using Thompson Sampling.
CoRR
Thomy Phan, Lenz Belzner, Marie Kiermeier, Markus Friedrich, Kyrill Schmid, Claudia Linnhoff-Popien
2019 C conf
Self-Replication in Neural Networks.
ALIFE
Thomas Gabor, Steffen Illium, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien
2019 J jnl
Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement Learning.
CoRR
Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien
2018 — conf
Action Markets in Deep Multi-Agent Reinforcement Learning.
ICANN (2)
Kyrill Schmid, Lenz Belzner, Thomas Gabor, Thomy Phan
2018 J jnl
Inheritance-Based Diversity Measures for Explicit Convergence Control in Evolutionary Algorithms.
CoRR
Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien
2018 A conf
Inheritance-based diversity measures for explicit convergence control in evolutionary algorithms.
GECCO
Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien
2018 A conf
Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation.
AAMAS
Thomy Phan, Lenz Belzner, Thomas Gabor, Kyrill Schmid
2018 J jnl
Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation.
CoRR
Thomy Phan, Lenz Belzner, Thomas Gabor, Kyrill Schmid
2018 — conf
Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms.
ICAC
Thomas Gabor, Lenz Belzner, Thomy Phan, Kyrill Schmid
2018 J jnl
Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms.
CoRR
Thomas Gabor, Lenz Belzner, Thomy Phan, Kyrill Schmid
2018 Misc conf
Risk-Sensitivity in Simulation Based Online Planning.
KI
Kyrill Schmid, Lenz Belzner, Marie Kiermeier, Alexander Neitz, Thomy Phan, Thomas Gabor, Claudia Linnhoff
2018 J jnl
The Sharer's Dilemma in Collective Adaptive Systems of Self-Interested Agents.
CoRR
Lenz Belzner, Kyrill Schmid, Thomy Phan, Thomas Gabor, Martin Wirsing
2018 — conf
The Sharer's Dilemma in Collective Adaptive Systems of Self-interested Agents.
ISoLA (3)
Lenz Belzner, Kyrill Schmid, Thomy Phan, Thomas Gabor, Martin Wirsing
2018 — conf
Trajectory annotation using sequences of spatial perception.
SIGSPATIAL/GIS
Sebastian Feld, Steffen Illium, Andreas Sedlmeier, Lenz Belzner
2017 — conf
Bayesian Verification under Model Uncertainty.
SEsCPS@ICSE
Lenz Belzner, Thomas Gabor
2017 J jnl
Bayesian Verification under Model Uncertainty.
CoRR
Lenz Belzner, Thomas Gabor
2017 — conf
Empirical Evaluation of a Distributed Deployment Strategy for Virtual Networks.
MSPN
Carsten Hahn, Stephan Holzner, Lenz Belzner, Michael Till Beck
2017 J jnl
Genealogical Distance as a Diversity Estimate in Evolutionary Algorithms.
CoRR
Thomas Gabor, Lenz Belzner
2017 — conf
Genealogical distance as a diversity estimate in evolutionary algorithms.
GECCO (Companion)
Thomas Gabor, Lenz Belzner
2017 J jnl
Monte Carlo Action Programming.
CoRR
Lenz Belzner
2017 J jnl
QoS-Aware Multi-Armed Bandits.
CoRR
Lenz Belzner, Thomas Gabor
2017 J jnl
Qualitative Assessment of Recurrent Human Motion.
CoRR
André Ebert, Michael Till Beck, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien
2017 — conf
Qualitative assessment of recurrent human motion.
EUSIPCO
André Ebert, Michael Till Beck, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien
2017 J jnl
Scalable Multiagent Coordination with Distributed Online Open Loop Planning.
CoRR
Lenz Belzner, Thomas Gabor
2017 — conf
Stacked Thompson Bandits.
SEsCPS@ICSE
Lenz Belzner, Thomas Gabor
2017 J jnl
Stacked Thompson Bandits.
CoRR
Lenz Belzner, Thomas Gabor
2016 — conf
A Simulation-Based Architecture for Smart Cyber-Physical Systems.
ICAC
Thomas Gabor, Lenz Belzner, Marie Kiermeier, Michael Till Beck, Alexander Neitz
2016 J jnl
Collective Autonomic Systems: Towards Engineering Principles and Their Foundations.
LNCS Trans. Found. Mastering Chang.
Lenz Belzner, Matthias M. Hölzl, Nora Koch, Martin Wirsing
2016 Misc conf
Learning relational probabilistic action models for online planning with decision forests.
SAC
Lenz Belzner, Alexander Neitz
2016 — conf
QoS-Aware Multi-armed Bandits.
FAS*W@SASO/ICCAC
Lenz Belzner, Thomas Gabor
2016 — conf
Software engineering for distributed autonomous real-time systems.
SEsCPS@ICSE
Lenz Belzner, Michael Till Beck, Thomas Gabor, Harald Roelle, Horst Sauer
2016 Misc conf
Time-adaptive cross entropy planning.
SAC
Lenz Belzner
2015 — conf
Algebraic Reinforcement Learning - Hypothesis Induction for Relational Reinforcement Learning Using Term Generalization.
Logic, Rewriting, and Concurrency
Stefanie Neubert, Lenz Belzner, Martin Wirsing
2015 — conf
Ode to the PST.
Software, Services, and Systems
Matthias M. Hölzl, Nora Koch, Philip Mayer, Andreas Schroeder, Lenz Belzner, Marianne Busch, Anton Fasching, Annabelle Klarl, Christian Kroiss, Laith Raed
2015 — conf
OnPlan: A Framework for Simulation-Based Online Planning.
FACS
Lenz Belzner, Rolf Hennicker, Martin Wirsing
2014 — conf
Reasoning (on) Service Component Ensembles in Rewriting Logic.
Specification, Algebra, and Software
Lenz Belzner, Rocco De Nicola, Andrea Vandin, Martin Wirsing
2014 — conf
Value Iteration for Relational MDPs in Rewriting Logic.
STAIRS
Lenz Belzner
2014 C conf
Verifiable Decisions in Autonomous Concurrent Systems.
COORDINATION
Lenz Belzner
2013 J jnl
Action Programming In Rewriting Logic.
Theory Pract. Log. Program.
Lenz Belzner