Implementing Reinforcement Learning Datacenter Congestion Control in NVIDIA NICs

Mathematics

• Learning Control 100%
• Congestion Control 87%
• Reinforcement Learning 86%
• Control Algorithm 32%
• Latency 21%
• Packet Loss 13%
• Production Control 12%
• Communication Protocol 11%
• Workload 10%
• Congestion 10%
• Decision tree 10%
• Complex Networks 9%
• Data-driven 9%
• Real-time 9%
• Beliefs 8%
• Bandwidth 8%
• Benchmark 8%
• Policy 8%
• Neural Networks 7%
• Human 7%
• Heuristics 7%
• Requirements 6%
• Necessary 5%
• Metric 5%
• Design 5%
• Range of data 5%
• Performance 4%
• Model 2%

Engineering & Materials Science

• Reinforcement learning 57%
• Packet loss 19%
• Decision trees 18%
• Network protocols 13%
• Bandwidth 12%
• Neural networks 11%