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pro vyhledávání: '"Zorn P"'
According to the Strong Lottery Ticket Hypothesis, every sufficiently large neural network with randomly initialized weights contains a sub-network which - still with its random weights - already performs as well for a given task as the trained super
Externí odkaz:
http://arxiv.org/abs/2411.04658
Autor:
Schwab, Benjamin, Zink, Adrian, Depaoli, Davide, Hinton, Jim, Liu, Gang, Okumura, Akira, Ross, Duncan, Schäfer, Johannes, Schoorlemmer, Harm, Tajima, Hiro, Vandenbroucke, Justin, White, Richard, Watson, Jason John, Zorn, Justus, Funk, Stefan
We have developed a new set of Application-Specific Integrated Circuits (ASICs) of the TARGET family (CTC and CT5TEA), designed for the readout of signals from photosensors in cameras of Imaging Atmospheric Cherenkov Telescopes (IACTs) for ground-bas
Externí odkaz:
http://arxiv.org/abs/2409.06435
Autor:
Roshani, Navid, Stein, Jonas, Zorn, Maximilian, Kölle, Michael, Altmann, Philipp, Linnhoff-Popien, Claudia
A central challenge in quantum machine learning is the design and training of parameterized quantum circuits (PQCs). Much like in deep learning, vanishing gradients pose significant obstacles to the trainability of PQCs, arising from various sources.
Externí odkaz:
http://arxiv.org/abs/2408.04751
Autor:
Altmann, Philipp, Schönberger, Julian, Illium, Steffen, Zorn, Maximilian, Ritz, Fabian, Haider, Tom, Burton, Simon, Gabor, Thomas
Emergent effects can arise in multi-agent systems (MAS) where execution is decentralized and reliant on local information. These effects may range from minor deviations in behavior to catastrophic system failures. To formally define these effects, we
Externí odkaz:
http://arxiv.org/abs/2408.04514
Autor:
Kölle, Michael, Seidl, Daniel, Zorn, Maximilian, Altmann, Philipp, Stein, Jonas, Gabor, Thomas
Quantum Reinforcement Learning (QRL) offers potential advantages over classical Reinforcement Learning, such as compact state space representation and faster convergence in certain scenarios. However, practical benefits require further validation. QR
Externí odkaz:
http://arxiv.org/abs/2408.01187
Autor:
Stein, Jonas, Blenninger, Jonas, Bucher, David, Eder, Josef Peter, Çetiner, Elif, Zorn, Maximilian, Linnhoff-Popien, Claudia
The Quantum Approximate Optimization Algorithm (QAOA) is a prominent quantum algorithm designed to find approximate solutions to combinatorial optimization problems, which are challenging for classical computers. In the current era, where quantum har
Externí odkaz:
http://arxiv.org/abs/2407.13012
Autor:
Zielinski, Sebastian, Zorn, Maximilian, Gabor, Thomas, Feld, Sebastian, Linnhoff-Popien, Claudia
A common way of solving satisfiability instances with quantum methods is to transform these instances into instances of QUBO, which in itself is a potentially difficult and expensive task. State-of-the-art transformations from MAX-3SAT to QUBO curren
Externí odkaz:
http://arxiv.org/abs/2405.09272
Autor:
Altmann, Philipp, Winter, Katharina, Kölle, Michael, Zorn, Maximilian, Phan, Thomy, Linnhoff-Popien, Claudia
Recent advances in multi-agent systems (MAS) have shown that incorporating peer incentivization (PI) mechanisms vastly improves cooperation. Especially in social dilemmas, communication between the agents helps to overcome sub-optimal Nash equilibria
Externí odkaz:
http://arxiv.org/abs/2404.03431
Autor:
Altmann, Philipp, Davignon, Céline, Zorn, Maximilian, Ritz, Fabian, Linnhoff-Popien, Claudia, Gabor, Thomas
To enhance the interpretability of Reinforcement Learning (RL), we propose Revealing Evolutionary Action Consequence Trajectories (REACT). In contrast to the prevalent practice of validating RL models based on their optimal behavior learned during tr
Externí odkaz:
http://arxiv.org/abs/2404.03359
Autor:
Frank, Maximilian, Schilling, Julian-Steven, Zorn, Theresa, Kessler, Philipp, Bachmann, Stephanie, Pöppler, Ann-Christin, Pflaum, Jens
This paper investigates the thermoelectric properties of solid polymer electrolytes (SPE) containing lithium bis(trifluoromethanesulfonyl)imide (LiTFSI) and sodium bis(trifluoromethanesulfonyl)imide (NaTFSI) salts, along with carbon-based additives o
Externí odkaz:
http://arxiv.org/abs/2403.09340