2 papers
cs.LG2026
PersistentKV: Page-Aware Decode Scheduling for Long-Context LLM Serving on Commodity GPUs
Muhammad Ahmed
Autoregressive large language model (LLM) serving is increasingly limited by key-value (KV) cache movement rather than dense matrix multiplication. Modern paged-attention systems r…
cs.LG2026
Parallel Causal Associative Fields: Gated Sparse Memory for Long-Context Language Modeling
Muhammad Ahmed
Transformers achieve strong language modeling performance by providing direct token-to-token communication paths, but causal self-attention scales quadratically with context length…