Denis Shepelev
Denis Shepelev has 2 papers in our library, in 2026, most of them on Reasoning; often with Andrey Kuznetsov, Andrey Moskalenko, Daria Pugacheva.
OpenAlex · ORCID · Wikidata · h-index 4 · 22 works · 91 citations OpenAlex, 2026-10-14
Affiliations
🎓National University of Science and TechnologyMoscow ·
Russia2026 · 2 papers🔬Institute for Information Transmission ProblemsMoscow ·
Russia2015–2022 · 7 papersEmployment since 2015🎓Moscow Institute of Physics and TechnologyDolgoprudny ·
Russia2015–2020 · 2 papers
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work
Works by year
2020s
Papers
- Bring the Apple, Not the Sofa: Impact of Irrelevant Context in Embodied AI Commands on VLA Models (2026)
Vision-Language-Action (VLA) models are usually tested on short, clean instructions. Real users, however, rephrase commands and wrap them in chatter. This paper measures how much such linguistic noise hurts robot policies. The authors built an evaluation protocol with two kinds of perturbation: - SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space (2026)
The paper examines how reasoning segmentation models react when users phrase the same request differently.
Co-authors here
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL) ×2: EACL 2026 ×2
Updated
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