Search Results for author: Stanisław Woźniak

Found 12 papers, 6 papers with code

Personalized Large Language Models

no code implementations14 Feb 2024 Stanisław Woźniak, Bartłomiej Koptyra, Arkadiusz Janz, Przemysław Kazienko, Jan Kocoń

Large language models (LLMs) have significantly advanced Natural Language Processing (NLP) tasks in recent years.

Emotion Recognition Hate Speech Detection +1

Towards Model-Based Data Acquisition for Subjective Multi-Task NLP Problems

1 code implementation13 Dec 2023 Kamil Kanclerz, Julita Bielaniewicz, Marcin Gruza, Jan Kocon, Stanisław Woźniak, Przemysław Kazienko

Data annotated by humans is a source of knowledge by describing the peculiarities of the problem and therefore fueling the decision process of the trained model.

Self-Supervised Learning

On the visual analytic intelligence of neural networks

no code implementations28 Sep 2022 Stanisław Woźniak, Hlynur Jónsson, Giovanni Cherubini, Angeliki Pantazi, Evangelos Eleftheriou

Visual oddity task was conceived as a universal ethnic-independent analytic intelligence test for humans.

Online Spatio-Temporal Learning in Deep Neural Networks

1 code implementation24 Jul 2020 Thomas Bohnstingl, Stanisław Woźniak, Wolfgang Maass, Angeliki Pantazi, Evangelos Eleftheriou

For shallow networks, OSTL is gradient-equivalent to BPTT enabling for the first time online training of SNNs with BPTT-equivalent gradients.

Language Modelling speech-recognition +1

Deep learning incorporating biologically-inspired neural dynamics

1 code implementation17 Dec 2018 Stanisław Woźniak, Angeliki Pantazi, Thomas Bohnstingl, Evangelos Eleftheriou

Neural networks have become the key technology of artificial intelligence and have contributed to breakthroughs in several machine learning tasks, primarily owing to advances in deep learning applied to Artificial Neural Networks (ANNs).

Language Modelling

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