12 citations · 13 across the 4 of their papers we have counts for
4 papers
UnifyFL: Enabling Decentralized Cross-Silo Federated Learning
Sarang S, Druva Dhakshinamoorthy, Aditya Shiva Sharma +4
Federated Learning (FL) is a decentralized machine learning (ML) paradigm in which models are trained on private data across several devices called clients and combined at a single…
Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces
Vishwa Shah, Aditya Sharma, Gautam Shroff +3
Analogical Reasoning problems challenge both connectionist and symbolic AI systems as these entail a combination of background knowledge, reasoning and pattern recognition. While s…
Multi-Modal Model Predictive Control through Batch Non-Holonomic Trajectory Optimization: Application to Highway Driving
Vivek K. Adajania, Aditya Sharma, Anish Gupta +3
Standard Model Predictive Control (MPC) or trajectory optimization approaches perform only a local search to solve a complex non-convex optimization problem. As a result, they cann…
The Incredible Shrinking Neural Network: New Perspectives on Learning Representations Through The Lens of Pruning
Aditya Sharma, Nikolas Wolfe, Bhiksha Raj
How much can pruning algorithms teach us about the fundamentals of learning representations in neural networks? And how much can these fundamentals help while devising new pruning…