Gautam Singh
14 papers · 2013–2025 · 5 venues · across top CS/AI venues
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Achievements
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Dynamic Duo
(12)
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Conference Pioneer
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Unstoppable Β· Bronze
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Century Club Β· Bronze
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Trend Setter
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Keyword Collector
(69)
Top co-authors
Research topics
Machine Learning
(13)
Artificial Intelligence
(7)
Deep Learning
(7)
Learning Types
(7)
Architectures
(6)
Core AI
(5)
Core Methods
(5)
Computer Vision
(4)
Models
(3)
Processing
(3)
Bayesian & Probabilistic Β· Machine Learning
(2)
Bayesian & Probabilistic Β· Artificial Intelligence
(2)
Natural Language Processing
(1)
Reinforcement Learning
(1)
Analysis
(1)
Keywords
object-centric learning
(4)
object-centric representation
(4)
unsupervised learning
(3)
slot attention
(3)
systematic generalization
(3)
temporal modeling
(2)
semantic parsing
(2)
neural process
(2)
video understanding
(2)
world model
(2)
scene parsing
(1)
question answering
(1)
information extraction
(1)
feature learning
(1)
sequence modeling
(1)
attention mechanism
(1)
nearest neighbor
(1)
video prediction
(1)
image segmentation
(1)
hierarchical representation
(1)
Papers
Dreamweaver: Learning Compositional World Models from Pixels
ICLR 2025
Parallelized Spatiotemporal Slot Binding for Videos
ICML 2024
Slot State Space Models
NeurIPS 2024
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models
NeurIPS 2023
Neural Systematic Binder
ICLR 2023
Object-Centric Slot Diffusion
NeurIPS 2023
Illiterate DALL-E Learns to Compose
ICLR 2022
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos
NeurIPS 2022
Structured World Belief for Reinforcement Learning in POMDP
ICML 2021
Robustifying Sequential Neural Processes
ICML 2020
SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition
ICLR 2020
Sequential Neural Processes
NeurIPS 2019
Semantic Parsing for Technical Support Questions
COLING 2018
Nonparametric Scene Parsing with Adaptive Feature Relevance and Semantic Context
CVPR 2013