3 papers
cs.CL2024
SPARSEFIT: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations
Jesus Solano, Mardhiyah Sanni, Oana-Maria Camburu +1
Models that generate natural language explanations (NLEs) for their predictions have recently gained increasing interest. However, this approach usually demands large datasets of h…
cs.LG2024
DeepBaR: Fault Backdoor Attack on Deep Neural Network Layers
C. A. MartÃnez-MejÃa, J. Solano, J. Breier +2
Machine Learning using neural networks has received prominent attention recently because of its success in solving a wide variety of computational tasks, in particular in the field…
q-fin.GN2024
Optimizing Credit Limit Adjustments Under Adversarial Goals Using Reinforcement Learning
Sherly Alfonso-Sánchez, Jesús Solano, Alejandro Correa-Bahnsen +2
Reinforcement learning has been explored for many problems, from video games with deterministic environments to portfolio and operations management in which scenarios are stochasti…