4 papers
Capacity over TFLOPS: Memory-Centric Deployment of Large Clinical Language Models on Consumer CPUs
Eli Yune, Umer Majeed, Mahesh Balan
The dominant barrier to running large clinical language models at the point of care is not arithmetic throughput but graphics memory: consumer GPUs cap at 4-16 GB, while the workin…
FLAI Protocol: Decentralized Federated Learning with On-Chain Rewards and sPEG-Based Contribution Scoring
Eli Yune, Mahesh Balan
Federated learning (FL) enables collaborative model training without data centralization but struggles with incentive alignment, accountability, and robustness under heterogeneous…
Advancing Employee Behavior Analysis through Synthetic Data: Leveraging ABMs, GANs, and Statistical Models for Enhanced Organizational Efficiency
Rakshitha Jayashankar, Mahesh Balan
Success in todays data-driven corporate climate requires a deep understanding of employee behavior. Companies aim to improve employee satisfaction, boost output, and optimize workf…
Unveiling the Dynamics of Employee Behavior Through Wolframs Cellular Automata
Rakshitha Jayashankar, Mahesh Balan
Understanding employee behavior in a workplace is critical for enhancing overall organizational performance. Despite numerous efforts to improve work environments, many organizatio…