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APL Machine Learning

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Papers26
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Journal Papers 26
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Implementation of transformer-based LLMs with large-scale optoelectronic neurons on a CMOS compatible platform
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delete2026-03-01
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deleteNa, Neil; Cheng, Chih-Hao; Hsu, Shou-Chen; Liang, Che-Fu; Lin, Chung-Chih; Na, Nathaniel Y.; Shieh, Andrew I.; Chen, Erik; Rong, Haisheng; Soref, Richard A.
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Efficient knowledge distillation via salient feature masking
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deleteKembay, Assel; Gunasekaran, Skye; Zhu, Rui-Jie; Zhang, Yu; Eshraghian, Jason K.
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Vision Transformer network for optical overlay metrology on semiconductor wafers
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deletede Wolf, L.; Lipp, M.; Cochez, M.; den Boef, A.; Amitonova, L. V.
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Bringing ML to the real world: Rewards are all we need
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deleteKalinin, Sergei V.; Slautin, Boris N.; Liu, Yu; Ahmadi, Mahshid; Barakati, Kamyar; Krishnan, N. M. Anoop; Ji, Heng; Cao, Charles; Arroyave, Raymundo
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Robust learning from literature data: Model generalizability and uncertainty for predicting conjugated polymer solution conformation
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deleteDehghan-Toranposhti, Sina; Alghamdi, Mohannad; Smith, Avery; Seifrid, Martin
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INR-TEM: Robust cavity detection in multifocus TEM images via implicit neural representations
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deleteHsu, Chan-Min; Xu, Siyuan; Lynch, Matthew J.; Wang, Yucheng; Liu, Xingyu; Williams, Conrad; Wang, Xing; Qian, Lijun; Field, Kevin G.; Qian, Xiaoning
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A systematic analysis on the relationship between reservoir-computing capacities and physical properties of spin waves
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deleteMiyasaka, Y.; Hirose, A.; Nakane, R.
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Deep reinforcement learning for autonomous control of hole-doped Hubbard clusters: A comparative study
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deleteDwivedi, Shivanshu; Palandage, Kalum
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Automatic forward model parameterization with Bayesian inference of conformational populations
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deleteRaddi, Robert M.; Marshall, Tim; Voelz, Vincent A.
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FE-PINNs: Finite-element-based physics-informed neural networks for surrogate modeling
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deleteSunil, Pranav; Sills, Ryan B.
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Shift and flip invariant CNNs for predicting laminar flow properties
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deleteKoide, Yuri; Teufel, Jonas; Torresi, Luca; Kaithakkal, Arjun J.; Stroh, Alexander; Friederich, Pascal
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Osprey: Production-ready agentic AI for safety-critical control systems
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deleteHellert, Thorsten; Montenegro, Joao; Sulc, Antonin
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From pulses to plasticity: Analytical tools for memristive synapse design
deleteAPL Machine Learning
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delete2025-12-01
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deleteRivera-Sierra, Gonzalo; Bisquert, Juan
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Synthetic images from generative AI for compositional analysis of dried solution patterns
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deleteAmrutha, S., V; Dangi, Beni B.; Steinbock, Oliver
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Modeling artificial neuron spiking based on diffusive memristor with two filaments
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deleteAkther, Amir; Pattnaik, Debi; Borisov, Pavel; Savel'ev, Sergey; Balanov, Alexander G.
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Active deep kernel learning of molecular properties from structural embeddings
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deleteGhosh, Ayana; Ziatdinov, Maxim; Kalinin, Sergei V.
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Learning chaotic dynamics with neuromorphic network dynamics
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deleteXu, Yinhao; Gottwald, Georg A.; Kuncic, Zdenka
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RTNinja: A generalized machine learning framework for analyzing random telegraph noise signals in nanoelectronic devices
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deleteVaranasi, Anirudh; Degraeve, Robin; Roussel, Philippe; Merckling, Clement
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Building an affordable self-driving lab: Practical machine learning experiments for physics education using Internet-of-Things
deleteAPL Machine Learning
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delete2025-12-01
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deleteLiu, Yang; Lei, Qianjie; He, Xiaolong; Xue, Yizhe; He, Kexin; Yang, Haitao; Wang, Yong; Zhang, Xian; Yang, Li; Zhou, Yichun; Hu, Ruiqi; Xie, Yong
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Effect of likelihood misspecification in Gaussian process-driven autonomous experimentation
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deletePerryman, David Elliott; Lepetit, Marie-Bernadette; Lauchli, Andreas M.; Mazzone, Daniel G.; Noack, Marcus M.; Boehm, Martin
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