The Theory of Probabilistic Hierarchical Supervised Ensemble Learning

Authors: Ursani, Ziauddin, Antypov, Dmytro, Atkinson, Katie, Clymo, Judith, Dyer, Matthew, Rosseinsky, Matthew, Schewe, Sven, Vasylenko, Andrij

Source: 2024 International Conference on Machine Learning and Applications (ICMLA) ICMLA Machine Learning and Applications (ICMLA), 2024 International Conference on. :1182-1187 Dec, 2024

Relation: 2024 International Conference on Machine Learning and Applications (ICMLA)

Hierarchical Supervised Monte Carlo Ensemble Learning

Authors: Ursani, Ziauddin, Antypov, Dmytro, Atkinson, Katie, Clymo, Judith, Dyer, Matthew, Rosseinsky, Matthew, Schewe, Sven, Vasylenko, Andrij

Source: 2024 International Conference on Machine Learning and Applications (ICMLA) ICMLA Machine Learning and Applications (ICMLA), 2024 International Conference on. :1764-1771 Dec, 2024

Relation: 2024 International Conference on Machine Learning and Applications (ICMLA)

Reflections from the 2024 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry

Authors: Zimmermann, Yoel, Bazgir, Adib, Afzal, Zartashia, Agbere, Fariha, Ai, Qianxiang, Alampara, Nawaf, Al-Feghali, Alexander, Ansari, Mehrad, Antypov, Dmytro, Aswad, Amro, Bai, Jiaru, Baibakova, Viktoriia, Biswajeet, Devi Dutta, Bitzek, Erik, Bocarsly, Joshua D., Borisova, Anna, Bran, Andres M, Brinson, L. Catherine, Calderon, Marcel Moran, Canalicchio, Alessandro, Chen, Victor, Chiang, Yuan, Circi, Defne, Charmes, Benjamin, Chaudhary, Vikrant, Chen, Zizhang, Chiu, Min-Hsueh, Clymo, Judith, Dabhadkar, Kedar, Daelman, Nathan, Datar, Archit, de Jong, Wibe A., Evans, Matthew L., Fard, Maryam Ghazizade, Fisicaro, Giuseppe, Gangan, Abhijeet Sadashiv, George, Janine, Gonzalez, Jose D. Cojal, Götte, Michael, Gupta, Ankur K., Harb, Hassan, Hong, Pengyu, Ibrahim, Abdelrahman, Ilyas, Ahmed, Imran, Alishba, Ishimwe, Kevin, Issa, Ramsey, Jablonka, Kevin Maik, Jones, Colin, Josephson, Tyler R., Juhasz, Greg, Kapoor, Sarthak, Kang, Rongda, Khalighinejad, Ghazal, Khan, Sartaaj, Klawohn, Sascha, Kuman, Suneel, Ladines, Alvin Noe, Leang, Sarom, Lederbauer, Magdalena, Sheng-Lun, Liao, Liu, Hao, Liu, Xuefeng, Lo, Stanley, Madireddy, Sandeep, Maharana, Piyush Ranjan, Maheshwari, Shagun, Mahjoubi, Soroush, Márquez, José A., Mills, Rob, Mohanty, Trupti, Mohr, Bernadette, Moosavi, Seyed Mohamad, Moßhammer, Alexander, Naghdi, Amirhossein D., Naik, Aakash, Narykov, Oleksandr, Näsström, Hampus, Nguyen, Xuan Vu, Ni, Xinyi, O'Connor, Dana, Olayiwola, Teslim, Ottomano, Federico, Ozhan, Aleyna Beste, Pagel, Sebastian, Parida, Chiku, Park, Jaehee, Patel, Vraj, Patyukova, Elena, Petersen, Martin Hoffmann, Pinto, Luis, Pizarro, José M., Plessers, Dieter, Pradhan, Tapashree, Pratiush, Utkarsh, Puli, Charishma, Qin, Andrew, Rajabi, Mahyar, Ricci, Francesco, Risch, Elliot, Ríos-García, Martiño, Roy, Aritra, Rug, Tehseen, Sayeed, Hasan M, Scheidgen, Markus, Schilling-Wilhelmi, Mara, Schloz, Marcel, Schöppach, Fabian, Schumann, Julia, Schwaller, Philippe, Schwarting, Marcus, Sharlin, Samiha, Shen, Kevin, Shi, Jiale, Si, Pradip, D'Souza, Jennifer, Sparks, Taylor, Sudhakar, Suraj, Talirz, Leopold, Tang, Dandan, Taran, Olga, Terboven, Carla, Tropin, Mark, Tsymbal, Anastasiia, Ueltzen, Katharina, Unzueta, Pablo Andres, Vasan, Archit, Vinchurkar, Tirtha, Vo, Trung, Vogel, Gabriel, Völker, Christoph, Weinreich, Jan, Yang, Faradawn, Zaki, Mohd, Zhang, Chi, Zhang, Sylvester, Zhang, Weijie, Zhu, Ruijie, Zhu, Shang, Janssen, Jan, Li, Calvin, Foster, Ian, Blaiszik, Ben

Subject Terms: Computer Science - Machine Learning, Condensed Matter - Materials Science, Physics - Chemical Physics

Access URL: http://arxiv.org/abs/2411.15221

Data Generation for Neural Programming by Example

Authors: Clymo, Judith, Manukian, Haik, Fijalkow, Nathanaël, Gascón, Adrià, Paige, Brooks

Subject Terms: Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing, Computer Science - Programming Languages, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1911.02624

Exploration of Chemical Space Through Automated Reasoning.

Authors: Clymo, Judith¹ (AUTHOR), Collins, Christopher M.^2,3 (AUTHOR), Atkinson, Katie^1,3 (AUTHOR), Dyer, Matthew S.^2,3 (AUTHOR), Gaultois, Michael W.^2,3 (AUTHOR), Gusev, Vladimir V.^1,3 (AUTHOR), Rosseinsky, Matthew J.^2,3 (AUTHOR) m.j.rosseinsky@liv.ac.uk, Schewe, Sven¹ (AUTHOR)

Source: Angewandte Chemie. 2/3/2025, Vol. 137 Issue 6, p1-11. 11p.

Subject Terms: *MATERIALS science, *SUPERIONIC conductors, *CHEMICAL structure, *SCHOLARLY method, *AUTOMATION software, *EXPERTISE, *LOGIC

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