3 papers
cs.MA2026
Automated Hardware Validation Test Plan Generation for Large Scale AI Datacenter Platforms Using a Generative AI Multi-Agents Architecture
Mohammed-Khalil Ghali, Saurabh Kulkarni, Prathamesh Kulkarni +3
Large-scale AI datacenter platforms comprise thousands of heterogeneous hardware components whose validation requires comprehensive fault injection test plans. Today these plans ar…
cs.ET2026
Adaptive Fault Injection Planning for Multi-Layer Self-Healing AI Infrastructure
Saurabh Kulkarni, Yuxin Yang, Rohan Kulkarni +1
Modern GPU-accelerator platforms rely on multi-layer self-healing pipelines that span hardware, firmware, management software, and orchestration. When faults propagate across layer…
cs.SE2026
Generating Verifiable Chain of Thoughts from Exection-Traces
Shailja Thakur, Vaibhav Saxena, Rohan Kulkarni +4
Getting language models to reason correctly about code requires training on data where each reasoning step can be checked. Current synthetic Chain-of-Thought (CoT) training data of…