Uygar Sümbül
6 papers · 2016–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (20) 🐣 Hot Topic Early Bird
🏆
Keyword Champion
(2)
Venues
Top co-authors
Research topics
Machine Learning
(5)
Deep Learning
(4)
Core Methods
(4)
Interdisciplinary
(3)
Architectures
(3)
Learning Types · Deep Learning
(3)
Science
(3)
Artificial Intelligence
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Computer Science
(1)
Computer Vision
(1)
Analysis
(1)
Application Areas
(1)
Applications
(1)
Keywords
neuronal activity
(2)
representation learning
(2)
neural dynamics
(1)
self-supervised learning
(1)
attention mechanism
(1)
multimodal learning
(1)
3d vision
(1)
multispectral imaging
(1)
instance segmentation
(1)
gradient descent
(1)
network reconstruction
(1)
recurrent neural network
(1)
cross-modal alignment
(1)
credit assignment
(1)
backpropagation through time
(1)
permutation invariance
(1)
nonstationary system
(1)
population dynamics
(1)
eligibility trace
(1)
dynamical model
(1)
Papers
Efficient Connectivity-Preserving Instance Segmentation with Supervoxel-Based Loss Function
AAAI 2025
NetFormer: An interpretable model for recovering dynamical connectivity in neuronal population dynamics
ICLR 2025
Learning Time-Invariant Representations for Individual Neurons from Population Dynamics
NeurIPS 2023
Biologically-plausible backpropagation through arbitrary timespans via local neuromodulators
NeurIPS 2022
A coupled autoencoder approach for multi-modal analysis of cell types
NeurIPS 2019
Automated scalable segmentation of neurons from multispectral images
NeurIPS 2016