69 citations · 172 across the 44 of their papers we have counts for
4 papers · 1 filter
GradXKG: A Universal Explain-per-use Temporal Knowledge Graph Explainer
Chenhan Yuan, Hoda Eldardiry
Temporal knowledge graphs (TKGs) have shown promise for reasoning tasks by incorporating a temporal dimension to represent how facts evolve over time. However, existing TKG reasoni…
Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value Extraction
Jiaying Gong, Wei-Te Chen, Hoda Eldardiry
Existing attribute-value extraction (AVE) models require large quantities of labeled data for training. However, new products with new attribute-value pairs enter the market every…
REFT: Resource-Efficient Federated Training Framework for Heterogeneous and Resource-Constrained Environments
Humaid Ahmed Desai, Amr Hilal, Hoda Eldardiry
Federated Learning (FL) plays a critical role in distributed systems. In these systems, data privacy and confidentiality hold paramount importance, particularly within edge-based d…
Data-Driven Near-Optimal Control of Nonlinear Systems Over Finite Horizon
Vasanth Reddy, Hoda Eldardiry, Almuatazbellah Boker
We examine the problem of two-point boundary optimal control of nonlinear systems over finite-horizon time periods with unknown model dynamics by employing reinforcement learning.…