2 papers
cs.DC2026
TokenWeave: Efficient Compute-Communication Overlap for Distributed LLM Inference
Raja Gond, Nipun Kwatra, Ramachandran Ramjee
Distributed inference of large language models (LLMs) using tensor parallelism can introduce communication overheads of % even over GPUs connected via NVLink, a high-speed GPU…
cs.LG2026
LLM-42: Enabling Determinism in LLM Inference with Verified Speculation
Raja Gond, Aditya K Kamath, Ramachandran Ramjee +1
In LLM inference, the same prompt may yield different outputs across different runs. At the system level, this non-determinism arises from floating-point non-associativity combined…