Maziarz, Krzysztof
- Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Sparsely-Gated MoE layers increase model capacity by over 1000x with minimal compute loss, improving language modeling and translation.
2017/01/23 by Noam Shazeer, Shazeer, Noam, Azalia Mirhoseini +13 · 11 voices · 657 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Topic Modeling #cs.CL #cs.LG #cs.NE #stat.ML
- Learning to Extend Molecular Scaffolds with Structural Motifs
2021/03/05 by Krzysztof Maziarz, Maziarz, Krzysztof, Henry Jackson-Flux +11 · 6 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Protein Structure and Dynamics #Quantitative Methods (q-bio.QM)
- Nature Language Model: Deciphering the Language of Nature for Scientific Discovery
2025/02/11 by Yingce Xia, Xia, Yingce, Peiran Jin +89 · 1 voice · 11 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.LG
- Evolutionary-Neural Hybrid Agents for Architecture Search
2018/11/24 by Krzysztof Maziarz, Maziarz, Krzysztof, Andrey Khorlin +5 · 2 citations
Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Reinforcement Learning in Robotics
- Retrosynthetic Planning with Dual Value Networks
2023/01/31 by Guoqing Liu, Liu, Guoqing, Di Xue +17 · 3 citations
Computer Science · #AI-based Problem Solving and Planning
- Hashing Modulo Alpha-Equivalence
2021/05/06 by Maziarz, Krzysztof, Ellis, Tom, Lawrence, Alan +2 · 2 citations
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Programming Languages (cs.PL)
- Retro-fallback: retrosynthetic planning in an uncertain world
2023/10/13 by Austin Tripp, Tripp, Austin, Krzysztof Maziarz +7 · 3 citations
Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
- Chemist-aligned retrosynthesis by ensembling diverse inductive bias models
2024/12/06 by Krzysztof Maziarz, Maziarz, Krzysztof, Guoqing Liu +20 · 1 voice · 2 citations
Computer Science · Materials Science · #Graph Theory and Algorithms #Machine Learning in Materials Science
- RetroGFN: Diverse and Feasible Retrosynthesis using GFlowNets
2024/06/26 by Gaiński, Piotr, Koziarski, Michał, Maziarz, Krzysztof +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Deep Learning for Rheumatoid Arthritis: Joint Detection and Damage Scoring in X-rays
2021/04/28 by Maziarz, Krzysztof, Krason, Anna, Wojna, Zbigniew · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)