Jarrid Rector-Brooks
- Improving and generalizing flow-based generative models with minibatch optimal transport
2023/02/01 by Alexander Tong, Kilian Fatras, Tong, Alexander +13 · 186 citations
Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing #Model Reduction and Neural Networks
- SE(3)-Stochastic Flow Matching for Protein Backbone Generation
2023/10/03 by Avishek Joey Bose, Bose, Avishek Joey, Tara Akhound-Sadegh +19 · 3 voices · 32 citations
Biochemistry, Genetics and Molecular Biology · Engineering · #cs.LG #cs.AI
- Biological Sequence Design with GFlowNets
2022/03/02 by Moksh Jain, Jain, Moksh, Emmanuel Bengio +22 · 13 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #vaccines and immunoinformatics approaches #Computational Drug Discovery Methods #RNA and protein synthesis mechanisms
- Iterated Denoising Energy Matching for Sampling from Boltzmann Densities
2024/02/09 by Tara Akhound-Sadegh, Akhound-Sadegh, Tara, Jarrid Rector-Brooks +21 · 19 citations
Computer Science · Materials Science · #Electron and X-Ray Spectroscopy Techniques #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
- Learning GFlowNets from partial episodes for improved convergence and stability
2022/09/26 by Kanika Madan, Jarrid Rector-Brooks, Madan, Kanika +15 · 13 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- DEUP: Direct Epistemic Uncertainty Prediction
2021/02/16 by Salem Lahlou, Lahlou, Salem, Moksh Jain +13 · 10 citations
Computer Science · Decision Sciences · #Machine Learning and Algorithms #Machine Learning and Data Classification #Advanced Bandit Algorithms Research
- Path Planning for Masked Diffusion Model Sampling
2025/02/05 by Zachary Bezemek, Peng, Fred Zhangzhi, Smit Patel +11 · 23 citations
Medicine · Computer Science · #Mycobacterium research and diagnosis #Machine Learning and Algorithms
- Multi-Objective GFlowNets
2022/10/23 by Moksh Jain, Jain, Moksh, Sharath Chandra Raparthy +11 · 9 citations
Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Process Optimization and Integration
- Amortizing intractable inference in diffusion models for vision, language, and control
2024/05/31 by Siddarth Venkatraman, Moksh Jain, Venkatraman, Siddarth +27 · 12 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation
2024/05/30 by Guillaume Huguet, James Vuckovic, Huguet, Guillaume +21 · 7 citations
Biochemistry, Genetics and Molecular Biology · Medicine · #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Monoclonal and Polyclonal Antibodies Research #Protein purification and stability #Viral Infectious Diseases and Gene Expression in Insects
- Adaptive teachers for amortized samplers
2024/10/02 by Minsu Kim, Kim, Minsu, Sanghyeok Choi +17 · 5 citations
Mathematics · #Statistics Education and Methodologies
- From discrete-time policies to continuous-time diffusion samplers: Asymptotic equivalences and faster training
2025/01/10 by Julius Berner, Berner, Julius, Lorenz Richter +7 · 5 citations
Computer Science · Mathematics · #Advanced Mathematical Modeling in Engineering #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Biology Tumor Growth
- OXtal: An All-Atom Diffusion Model for Organic Crystal Structure Prediction
2025/12/07 by Emily Jin, Andrei Cristian Nica, Jin, Emily +19 · 1 voice · 1 citation
Materials Science · Chemistry · Computer Science · #Machine Learning in Materials Science #Crystallography and molecular interactions #Computational Drug Discovery Methods
- General Multimodal Protein Design Enables DNA-Encoding of Chemistry
2026/04/06 by Jarrid Rector-Brooks, Théophile Lambert, Marta Skreta +15 · 3 voices
#cs.LG