2 papers
cs.CL2025
Dialogue Without Limits: Constant-Sized KV Caches for Extended Responses in LLMs
Ravi Ghadia, Avinash Kumar, Gaurav Jain +2
Autoregressive Transformers rely on Key-Value (KV) caching to accelerate inference. However, the linear growth of the KV cache with context length leads to excessive memory consump…
cs.CL2025
Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies
Nadav Timor, Jonathan Mamou, Daniel Korat +5
Accelerating the inference of large language models (LLMs) is a critical challenge in generative AI. Speculative decoding (SD) methods offer substantial efficiency gains by generat…