2 papers
cs.DC2025
Improving training time and GPU utilization in geo-distributed language model training
Palak, Tella Rajashekhar Reddy, Bhaskar Kataria +4
The widespread adoption of language models (LMs) has caused a huge surge in demand for GPUs. Training large LMs requires tens of thousands of GPUs and housing them in the same data…
cs.NI2024
Saving Private WAN: Using Internet Paths to Offload WAN Traffic in Conferencing Services
Bhaskar Kataria, Palak LNU, Rahul Bothra +11
Large-scale video conferencing services incur significant network cost while serving surging global demands. Our work systematically explores the opportunity to offload a fraction…