Emadeldeen Eldele
6 papers · 2021–2026 · 3 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(3)
🏃
Academic Marathon
(5)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(15)
Conferences
ICML (3)
AAAI (2)
IJCAI (1)
Top co-authors
Keywords
unsupervised learning
(1)
representation learning
(1)
contrastive learning
(1)
feature learning
(1)
hierarchical classification
(1)
uncertainty quantification
(1)
self-supervised learning
(1)
attention mechanism
(1)
time series classification
(1)
time series forecasting
(1)
foundation model
(1)
cross-entropy loss
(1)
evidence theory
(1)
multi-granularity feature
(1)
temporal contrasting
(1)
time-series representation learning
(1)
contextual contrasting
(1)
prototype-based pretraining
(1)
Papers
A Unified Shape-Aware Foundation Model for Time Series Classification
AAAI 2026
Hierarchical Classification Auxiliary Network for Time Series Forecasting
AAAI 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification
ICML 2025
Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation
ICML 2025
TSLANet: Rethinking Transformers for Time Series Representation Learning
ICML 2024
Time-Series Representation Learning via Temporal and Contextual Contrasting
IJCAI 2021