Emadeldeen Eldele
6 papers · 2021–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Bronze
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Taxonomy Completionist
(13)
Top co-authors
Research topics
Keywords
time series representation learning
(2)
self-supervised learning
(2)
contrastive learning
(1)
feature learning
(1)
hierarchical classification
(1)
uncertainty quantification
(1)
interpretability
(1)
attention mechanism
(1)
fourier analysis
(1)
time series classification
(1)
time series forecasting
(1)
generalization error bound
(1)
normalizing flow
(1)
foundation model
(1)
cross-entropy loss
(1)
evidence theory
(1)
adaptive thresholding
(1)
noise resilience
(1)
individual treatment effect
(1)
multi-granularity feature
(1)
Papers
A Unified Shape-Aware Foundation Model for Time Series Classification
AAAI 2026
Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation
ICML 2025
Hierarchical Classification Auxiliary Network for Time Series Forecasting
AAAI 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification
ICML 2025
TSLANet: Rethinking Transformers for Time Series Representation Learning
ICML 2024
Time-Series Representation Learning via Temporal and Contextual Contrasting
IJCAI 2021