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2020 – today
- 2022
[j5]Thomas Gabor, Steffen Illium, Maximilian Zorn, Cristian Lenta, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien:
Self-Replication in Neural Networks. Artif. Life 28(2): 205-223 (2022)- [c40]Thomy Phan, Felix Sommer, Philipp Altmann, Fabian Ritz, Lenz Belzner, Claudia Linnhoff-Popien:
Emergent Cooperation from Mutual Acknowledgment Exchange. AAMAS 2022: 1047-1055 - [c39]Xiyue Sun, Fabian R. Pieroth, Kyrill Schmid, Martin Wirsing, Lenz Belzner:
On Learning Stable Cooperation in the Iterated Prisoner's Dilemma with Paid Incentives. ICDCS Workshops 2022: 113-118 - [i21]Kyrill Schmid, Lenz Belzner, Robert Müller, Johannes Tochtermann, Claudia Linnhoff-Popien:
Stochastic Market Games. CoRR abs/2207.07388 (2022) - 2021
- [j4]Lenz Belzner, Martin Wirsing:
Synthesizing safe policies under probabilistic constraints with reinforcement learning and Bayesian model checking. Sci. Comput. Program. 206: 102620 (2021) - [c38]Thomy Phan, Lenz Belzner, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Claudia Linnhoff-Popien:
Resilient Multi-Agent Reinforcement Learning with Adversarial Value Decomposition. AAAI 2021: 11308-11316 - [c37]Florian von Unold
, Monika Wintergerst, Lenz Belzner, Georg Groh:
DYME: A Dynamic Metric for Dialog Modeling Learned from Human Conversations. ICONIP (5) 2021: 257-264 - [c36]Kyrill Schmid, Lenz Belzner, Robert Müller, Johannes Tochtermann, Claudia Linnhoff-Popien:
Stochastic Market Games. IJCAI 2021: 384-390 - [c35]Kyrill Schmid, Robert Müller, Lenz Belzner, Johannes Tochtermann, Claudia Linnhoff-Popien:
Distributed Emergent Agreements with Deep Reinforcement Learning. IJCNN 2021: 1-8 - [c34]Kyrill Schmid, Lenz Belzner, Claudia Linnhoff-Popien:
Learning to Penalize Other Learning Agents. ALIFE 2021: 59 - [c33]Fabian Ritz, Daniel Ratke, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien:
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning. ALIFE 2021: 74 - [c32]Thomy Phan, Fabian Ritz, Lenz Belzner, Philipp Altmann, Thomas Gabor, Claudia Linnhoff-Popien:
VAST: Value Function Factorization with Variable Agent Sub-Teams. NeurIPS 2021: 24018-24032 - 2020
- [j3]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:
The scenario coevolution paradigm: adaptive quality assurance for adaptive systems. Int. J. Softw. Tools Technol. Transf. 22(4): 457-476 (2020) - [c31]Kyrill Schmid, Lenz Belzner, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien:
Multi-agent Reinforcement Learning for Bargaining under Risk and Asymmetric Information. ICAART (1) 2020: 144-151 - [c30]Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien:
Uncertainty-based Out-of-Distribution Classification in Deep Reinforcement Learning. ICAART (2) 2020: 522-529 - [c29]Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien:
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline. ICSE (Workshops) 2020: 456-461 - [i20]Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien:
Uncertainty-Based Out-of-Distribution Classification in Deep Reinforcement Learning. CoRR abs/2001.00496 (2020) - [i19]Sebastian Feld, Andreas Sedlmeier, Markus Friedrich, Jan Franz, Lenz Belzner:
Bayesian Surprise in Indoor Environments. CoRR abs/2004.05381 (2020) - [i18]Sebastian Feld, Steffen Illium, Andreas Sedlmeier, Lenz Belzner:
Trajectory annotation using sequences of spatial perception. CoRR abs/2004.05383 (2020) - [i17]Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, Claudia Linnhoff-Popien:
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline. CoRR abs/2004.14035 (2020) - [i16]Lenz Belzner, Martin Wirsing:
Synthesizing Safe Policies under Probabilistic Constraints with Reinforcement Learning and Bayesian Model Checking. CoRR abs/2005.03898 (2020)
2010 – 2019
- 2019
- [c28]Thomy Phan, Lenz Belzner, Marie Kiermeier, Markus Friedrich, Kyrill Schmid, Claudia Linnhoff-Popien:
Memory Bounded Open-Loop Planning in Large POMDPs Using Thompson Sampling. AAAI 2019: 7941-7948 - [c27]Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien:
Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies. AAMAS 2019: 2162-2164 - [c26]Sebastian Feld, Andreas Sedlmeier, Markus Friedrich, Jan Franz, Lenz Belzner:
Bayesian Surprise in Indoor Environments. SIGSPATIAL/GIS 2019: 129-138 - [c25]Thomas Gabor, Steffen Illium, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien:
Self-Replication in Neural Networks. ALIFE 2019: 424-431 - [c24]Carsten Hahn, Thomy Phan, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien:
Emergent Escape-based Flocking behavior using Multi-Agent Reinforcement Learning. ALIFE 2019: 598-605 - [i15]Andreas Sedlmeier, Thomas Gabor, Thomy Phan, Lenz Belzner, Claudia Linnhoff-Popien:
Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement Learning. CoRR abs/1901.02219 (2019) - [i14]Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien:
Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies. CoRR abs/1901.08761 (2019) - [i13]Thomy Phan, Lenz Belzner, Marie Kiermeier, Markus Friedrich, Kyrill Schmid, Claudia Linnhoff-Popien:
Memory Bounded Open-Loop Planning in Large POMDPs using Thompson Sampling. CoRR abs/1905.04020 (2019) - [i12]Carsten Hahn, Thomy Phan, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien:
Emergent Escape-based Flocking Behavior using Multi-Agent Reinforcement Learning. CoRR abs/1905.04077 (2019) - 2018
- [c23]Thomy Phan, Lenz Belzner, Thomas Gabor, Kyrill Schmid:
Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation. AAMAS 2018: 730-738 - [c22]Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien:
Inheritance-based diversity measures for explicit convergence control in evolutionary algorithms. GECCO 2018: 841-848 - [c21]Sebastian Feld, Steffen Illium, Andreas Sedlmeier, Lenz Belzner:
Trajectory annotation using sequences of spatial perception. SIGSPATIAL/GIS 2018: 329-338 - [c20]Thomas Gabor, Lenz Belzner, Thomy Phan, Kyrill Schmid:
Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms. ICAC 2018: 131-140 - [c19]Kyrill Schmid, Lenz Belzner, Thomas Gabor, Thomy Phan:
Action Markets in Deep Multi-Agent Reinforcement Learning. ICANN (2) 2018: 240-249 - [c18]Lenz Belzner, Kyrill Schmid, Thomy Phan, Thomas Gabor, Martin Wirsing:
The Sharer's Dilemma in Collective Adaptive Systems of Self-interested Agents. ISoLA (3) 2018: 241-256 - [c17]Kyrill Schmid, Lenz Belzner, Marie Kiermeier, Alexander Neitz, Thomy Phan, Thomas Gabor, Claudia Linnhoff:
Risk-Sensitivity in Simulation Based Online Planning. KI 2018: 229-240 - [i11]Thomy Phan, Lenz Belzner, Thomas Gabor, Kyrill Schmid:
Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation. CoRR abs/1804.06311 (2018) - [i10]Lenz Belzner, Kyrill Schmid, Thomy Phan, Thomas Gabor, Martin Wirsing:
The Sharer's Dilemma in Collective Adaptive Systems of Self-Interested Agents. CoRR abs/1804.10781 (2018) - [i9]Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien:
Inheritance-Based Diversity Measures for Explicit Convergence Control in Evolutionary Algorithms. CoRR abs/1810.12470 (2018) - [i8]Thomas Gabor, Lenz Belzner, Thomy Phan, Kyrill Schmid:
Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms. CoRR abs/1810.12483 (2018) - 2017
- [c16]André Ebert, Michael Till Beck, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien:
Qualitative assessment of recurrent human motion. EUSIPCO 2017: 306-310 - [c15]Thomas Gabor, Lenz Belzner:
Genealogical distance as a diversity estimate in evolutionary algorithms. GECCO (Companion) 2017: 1572-1577 - [c14]Lenz Belzner, Thomas Gabor:
Bayesian Verification under Model Uncertainty. SEsCPS@ICSE 2017: 10-13 - [c13]Lenz Belzner, Thomas Gabor:
Stacked Thompson Bandits. SEsCPS@ICSE 2017: 18-21 - [c12]Carsten Hahn, Stephan Holzner, Lenz Belzner, Michael Till Beck:
Empirical Evaluation of a Distributed Deployment Strategy for Virtual Networks. MSPN 2017: 88-98 - [i7]Lenz Belzner, Thomas Gabor:
Scalable Multiagent Coordination with Distributed Online Open Loop Planning. CoRR abs/1702.07544 (2017) - [i6]Lenz Belzner:
Monte Carlo Action Programming. CoRR abs/1702.08441 (2017) - [i5]Lenz Belzner, Thomas Gabor:
Bayesian Verification under Model Uncertainty. CoRR abs/1702.08725 (2017) - [i4]Lenz Belzner, Thomas Gabor:
Stacked Thompson Bandits. CoRR abs/1702.08726 (2017) - [i3]André Ebert, Michael Till Beck, Andy Mattausch, Lenz Belzner, Claudia Linnhoff-Popien:
Qualitative Assessment of Recurrent Human Motion. CoRR abs/1703.02363 (2017) - [i2]Lenz Belzner, Thomas Gabor:
QoS-Aware Multi-Armed Bandits. CoRR abs/1703.10669 (2017) - [i1]Thomas Gabor, Lenz Belzner:
Genealogical Distance as a Diversity Estimate in Evolutionary Algorithms. CoRR abs/1704.08774 (2017) - 2016
- [j2]Lenz Belzner, Matthias M. Hölzl, Nora Koch, Martin Wirsing:
Collective Autonomic Systems: Towards Engineering Principles and Their Foundations. LNCS Trans. Found. Mastering Chang. 1: 180-200 (2016) - [c11]Thomas Gabor, Lenz Belzner, Marie Kiermeier, Michael Till Beck, Alexander Neitz:
A Simulation-Based Architecture for Smart Cyber-Physical Systems. ICAC 2016: 374-379 - [c10]Lenz Belzner, Michael Till Beck, Thomas Gabor, Harald Roelle, Horst Sauer:
Software engineering for distributed autonomous real-time systems. SEsCPS@ICSE 2016: 54-57 - [c9]Lenz Belzner, Alexander Neitz:
Learning relational probabilistic action models for online planning with decision forests. SAC 2016: 248-253 - [c8]Lenz Belzner:
Time-adaptive cross entropy planning. SAC 2016: 254-259 - [c7]Lenz Belzner, Thomas Gabor:
QoS-Aware Multi-armed Bandits. FAS*W@SASO/ICCAC 2016: 118-119 - 2015
- [c6]Matthias M. Hölzl, Nora Koch, Philip Mayer, Andreas Schroeder, Lenz Belzner, Marianne Busch, Anton Fasching, Annabelle Klarl, Christian Kroiss, Laith Raed:
Ode to the PST. Software, Services, and Systems 2015: 13-23 - [c5]Stefanie Neubert, Lenz Belzner, Martin Wirsing:
Algebraic Reinforcement Learning - Hypothesis Induction for Relational Reinforcement Learning Using Term Generalization. Logic, Rewriting, and Concurrency 2015: 562-579 - [c4]Lenz Belzner, Rolf Hennicker, Martin Wirsing:
OnPlan: A Framework for Simulation-Based Online Planning. FACS 2015: 1-30 - 2014
- [c3]Lenz Belzner, Rocco De Nicola, Andrea Vandin, Martin Wirsing:
Reasoning (on) Service Component Ensembles in Rewriting Logic. Specification, Algebra, and Software 2014: 188-211 - [c2]Lenz Belzner:
Verifiable Decisions in Autonomous Concurrent Systems. COORDINATION 2014: 17-32 - [c1]Lenz Belzner:
Value Iteration for Relational MDPs in Rewriting Logic. STAIRS 2014: 61-70 - 2013
- [j1]Lenz Belzner:
Action Programming In Rewriting Logic. Theory Pract. Log. Program. 13(4-5-Online-Supplement) (2013)
Coauthor Index
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last updated on 2023-03-26 01:15 CET by the dblp team
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