Available Theses & Labs Title Type Contact/Supervisor Assigned ARC - Reasoning with Language and Vision M Joël Mathys ,Benjamin Estermann available Augmenting Language Models for Commonsense Generation M/S Zhao Meng available Bring Your Own Algorithm M/S Andrei Constantinescu available Building Deep Learning Models for Dynamic Graphs B/M/S Zhao Meng available Graph Neural Networks for Financial Crime Analysis (2) M Béni Egressy available Implementing a Fault-Tolerant Distributed Ordering Protocol B/S Judith Beestermöller available Leveraging Compressed Representations of Text for More Efficient NLP M/S Peter Belcák available Multi-Hop Question Answering B/M/S Zhao Meng available Self-Supervised Temporal Question Generation and Answering B/M/S Zhao Meng available Self-Supervised Vision-Language Part-whole Induction with Structure Modeling M Zhao Meng available Topics in Computational Voting and Game Theory M/S Andrei Constantinescu available Current Theses & Labs Title Type Contact/Supervisor Assigned Student(s) Cue and Mix-Point Estimation for Automated DJ Systems M Luca Lanzendörfer HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Music Captioning B Luca Lanzendörfer HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Self-Positioning of Intelligent Lights M Judith Beestermöller ,Andreas Plesner HS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Algorithmic Problems for GNNs B Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Asynchronous GNNs G Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Bring Your Own Idea: Music, Artists, and Graphs S Luca Lanzendörfer ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. CLRS - Understanding GNNs through Algorithms M Joël Mathys ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. 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Expressions & emotion detection from HMD sensors M Ard Kastrati FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Generative models for volatility surfaces M Andreas Plesner FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Graph Neural Networks for Image Classification G Karolis Martinkus ,Ard Kastrati FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it. How Robust Are the Expressive Graph Neural Networks? B Karolis Martinkus FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Improving the Interface of the Jass Server G Benjamin Estermann FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. 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Reinforcement Learning Benchmark on Puzzles M Luca Lanzendörfer ,Benjamin Estermann FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Reinforcement Learning to Optimize (RL2O) G Xiaofeng Flint Fan ,Joël Mathys FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it. Representation Learning for Reinforcement Learning (RL4RL) B Benjamin Estermann FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Simulation of Physical Systems with GNNs B Florian Grötschla ,Joël Mathys FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Smartvote S Zhao Meng FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Spectral Coarsening for Graph Generation M Karolis Martinkus FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Swarm Intelligence Cup G Benjamin Estermann ,Florian Grötschla FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. The Price of Majority Support S Andrei Constantinescu FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Towards better graph generative models and glob- ally accurate evaluation metrics M Karolis Martinkus FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Trackmania with Reinforcement Learning G Luca Lanzendörfer ,Benjamin Estermann FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Understanding the DAO Mechanism of DeFi protocols B Robin Fritsch ,Ye Wang FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. 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EEG, Eye Tracking and BCI M Ard Kastrati HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. EEG, Eye Tracking and BCI S Ard Kastrati HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Expanding FACT S Peter Belcák HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Graph Neural Networks for Financial Crime Analysis M Béni Egressy HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. PoS Cryptocurrency Networks M Lucianna Kiffer ,Yann Vonlanthen HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Anomaly Detection for Predictive Maintenance M Béni Egressy FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Contrastive Learning and Predictability Minimization Continued S Béni Egressy FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. What can Neural Networks learn? - Set Functions G Béni Egressy FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it. Past Theses & Labs Title Type Contact/Supervisor Assigned Student(s) Contrastive Pre-Training for Integer Sequence Understanding [confidential] S Peter Belcák FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Federated Reinforcement Learning with Heterogeneous Environments [confidential] S Xiaofeng Flint Fan ,Luca Lanzendörfer FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Abstract Approximate Agreement with Asynchronous Fallback [confidential] S Diana Ghinea ,Andrei Constantinescu FS 23 This email address is protected from spam bots. You need JavaScript enabled to view it. Bitcoin Lightning Network Statistics and On-Chain Analysis [confidential] B Florian Grötschla ,Lioba Heimbach HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Analyzing the Solana Blockchain [confidential] B Quentin Kniep ,Jakub Sliwinski HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. A Neural-Guided Program Synthesis Approach to the Abstraction and Reasoning Challenge [confidential] G Joël Mathys ,Benjamin Estermann HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Abstraction and Reasoning Challenge - Reasoning with Language [confidential] G Joël Mathys ,Benjamin Estermann HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. ,This email address is protected from spam bots. You need JavaScript enabled to view it. Challenging Code Search Models through Semantic Attacks [confidential] S Peter Belcák ,Florian Grötschla HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Challenging the Lexical Focus of Code Search [confidential] S Peter Belcák ,Florian Grötschla HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Contrastive Learning using SPECTRE for Generating Graph Augmentations S Karolis Martinkus ,Zhao Meng HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Cascaded BeamSearch: Plug-and-Play Terminology-Forcing For Neural Machine Translation [confidential] S Béni Egressy HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Dangers of Voting Advice Applications in Swiss Politics [confidential] M Judith Beestermöller ,Yann Vonlanthen HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Towards Multi-Hop Open-Domain Question Answering by Dense Retrieval B Zhao Meng HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Detecting DDoS Attacks on Ethereum Validators [confidential] M Lioba Heimbach HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Decentralized Federated Policy Gradient with Provably Fast Convergence and Byzantine Fault Tolerance [confidential] S Xiaofeng Flint Fan ,Florian Grötschla HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Fair Transaction Ordering [confidential] M Lioba Heimbach ,Andrei Constantinescu HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Fast Internet Computer Consensus [confidential] M Jakub Sliwinski ,Yann Vonlanthen HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Efficient Graph Drawing with GNNs using Overlay Graphs [confidential] B Florian Grötschla ,Joël Mathys HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Developing Interpretable Graph Neural Networks for High Dimensional Feature Spaces B Karolis Martinkus ,Lukas Faber HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Incentivizing Simple Transactions [confidential] S Lioba Heimbach ,Andrei Constantinescu HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Learning Representations for Integer Sequences [confidential] S Peter Belcák HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Measuring Cryptocurrency Networks B Lucianna Kiffer ,Lioba Heimbach HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Investigating `Grokking` – Late Generalisation in Deep Learning B Peter Belcák HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Benchmarking The Algorithmic Reasoning Of Neural Models B Peter Belcák HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Node-level Prediction Tasks with Agent-based Graph Neural Networks B Karolis Martinkus HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Exploring Trading on Decentralized Exchanges using Reinforcement Learning M Benjamin Estermann ,Ye Wang HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Performing Better Trading Strategies in DeFi with the Help of Machine Learning [confidential] S Benjamin Estermann ,Ye Wang HS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. 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Algorithm Learning on OEIS B Peter Belcák ,Ard Kastrati FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Inconvenient Data Sets for Graph Neural Networks [confidential] B Béni Egressy ,Florian Grötschla FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Clustering Ethereum Addresses [confidential] S Lioba Heimbach ,Quentin Kniep FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Code Search for Natural Querying [confidential] B Peter Belcák ,Benjamin Estermann FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Comparing Liquidity Pools of Decentralized Exchanges [confidential] B Robin Fritsch FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Analysis of Protests in Nigeria using Social Media Data M Zhao Meng FS 22 This email address is protected from spam bots. 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Pretrained Model for Understanding of Integer Sequences B Peter Belcák ,Ard Kastrati FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. GitDAO - Blockchain Primitives for Trustless Open Source M Yann Vonlanthen FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Quantifying Effects of Design Decisions in VAE-based Unsupervised Disentanglement Learning [confidential] B Benjamin Estermann ,Peter Belcák FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Real Time Public Transport App S Joël Mathys FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. Replicating Liquidity Provision Strategies in Uniswap B Robin Fritsch FS 22 This email address is protected from spam bots. You need JavaScript enabled to view it. What Can Neural Networks Learn? 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Applying Predictability Minimization onto Unsupervised Contrastive Representation Learning [confidential] B Béni Egressy HS 21 This email address is protected from spam bots. You need JavaScript enabled to view it. Contrastive Learning for Programming Languages B Zhao Meng HS 21 This email address is protected from spam bots. You need JavaScript enabled to view it. Deep Learning for Smartphone-based Cough Detection M Roger Wattenhofer HS 21 This email address is protected from spam bots. You need JavaScript enabled to view it. Hierarchical Reinforcement Learning for Algorithmic Trading S Zhao Meng HS 21 This email address is protected from spam bots. You need JavaScript enabled to view it. Democracy on the Blockchain B Robin Fritsch HS 21 This email address is protected from spam bots. You need JavaScript enabled to view it. Distributed Asynchronous Policy (DAP) with RL [confidential] M Karolis Martinkus ,Lukas Faber HS 21 This email address is protected from spam bots. 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