Leo Kozachkov
- Self-Attention at Constant Cost per Token via Symmetry-Aware Taylor Approximation
2026/01/30 by Franz A. Heinsen, Leo Kozachkov · 12 voices
#cs.LG #cs.AI #cs.DC
- Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis
2023/06/16 by Mitchell Ostrow, Ostrow, Mitchell, Adam Eisen +5 · 3 voices · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Neuroscience · #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE) #Neural dynamics and brain function #Neurons and Cognition (q-bio.NC) #Protein Structure and Dynamics #Quantitative Methods (q-bio.QM)
- Intrinsic Goals for Autonomous Agents: Model-Based Exploration in Virtual Zebrafish Predicts Ethological Behavior and Whole-Brain Dynamics
2025/05/30 by Reece Keller, Alyn Kirsch, Keller, Reece +9 · 7 voices · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Zebrafish Biomedical Research Applications #Reinforcement Learning in Robotics
- Generalized Orders of Magnitude for Scalable, Parallel, High-Dynamic-Range Computation
2025/10/03 by Franz A. Heinsen, Leo Kozachkov, Heinsen, Franz A. +1 · 3 voices
#cs.LG #cs.AI #math.NA
- Achieving stable dynamics in neural circuits
2020/08/07 by Leo Kozachkov, Mikael Lundqvist, Jean-Jacques Slotine +1 · 1 voice · 5 citations
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Neural dynamics and brain function #Neuroscience and Neural Engineering
- Propofol-mediated Unconsciousness Disrupts Progression of Sensory Signals through the Cortical Hierarchy
2023/10/30 by John Tauber, Scott L. Brincat, Emily P. Stephen +4 · 1 voice · 6 citations
Neuroscience · #Neural dynamics and brain function #Neuroscience and Neuropharmacology Research #EEG and Brain-Computer Interfaces
- Predictability Enables Parallelization of Nonlinear State Space Models
2025/08/22 by Xavier Gonzalez, Gonzalez, Xavier, Leo Kozachkov +7 · 1 voice · 6 citations
Computer Science · Engineering · Mathematics · #37N40 #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #G.1.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #cs.LG #eess.SY #electronic engineering #information engineering #math.DS #math.OC #stat.ML
- Robust and brain-like working memory through short-term synaptic plasticity
2022/12/27 by Leo Kozachkov, John Tauber, Mikael Lundqvist +3 · 1 voice · 4 citations
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Neural dynamics and brain function #Neuroscience and Neuropharmacology Research
- Neuron-Astrocyte Associative Memory
2023/11/14 by Leo Kozachkov, Jean-Jacques Slotine, Kozachkov, Leo +3 · 3 citations
Neuroscience · #FOS: Biological sciences #Neural dynamics and brain function #Neuroinflammation and Neurodegeneration Mechanisms #Neurons and Cognition (q-bio.NC) #Neuroscience and Neuropharmacology Research
- Propofol anesthesia destabilizes neural dynamics across cortex
2024/07/15 by Adam Eisen, Leo Kozachkov, André M. Bastos +8 · 1 voice · 3 citations
Neuroscience · Engineering · #Neural dynamics and brain function #Neuroscience and Neuropharmacology Research #Advanced Memory and Neural Computing
- RNNs of RNNs: Recursive Construction of Stable Assemblies of Recurrent Neural Networks
2021/06/16 by Leo Kozachkov, Michaela Ennis, Kozachkov, Leo +3 · 2 citations
Computer Science · Neuroscience · #Dynamical Systems (math.DS) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Neural Networks and Applications #Neural dynamics and brain function #Neurons and Cognition (q-bio.NC)
- Is All Learning (Natural) Gradient Descent?
2024/09/24 by Lucas Shoji, Kenta Suzuki, Shoji, Lucas +3 · 2 voices · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Mathematics · #Dynamical Systems (math.DS) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neurons and Cognition (q-bio.NC) #cs.LG #math.DS #q-bio.NC
- Propofol anesthesia destabilizes neural dynamics across cortex
2023/11/25 by Adam Eisen, Leo Kozachkov, André M. Bastos +7 · 1 voice · 1 citation
Neuroscience · #Functional Brain Connectivity Studies #Neural dynamics and brain function #Neuroscience and Neuropharmacology Research
- InputDSA: Demixing then Comparing Recurrent and Externally Driven Dynamics
2025/10/29 by Ann Huang, Mitchell Ostrow, Huang, Ann +9 · 1 voice · 3 citations
#q-bio.NC #cs.LG #cs.NE #q-bio.QM
- Parallelizing MCMC Across the Sequence Length
2025/08/25 by David M. Zoltowski, Skyler Wu, Zoltowski, David M. +7 · 4 voices · 1 citation
#stat.CO