2 papers
cs.LG2026
TriRoute: Unified Learned Routing for Joint Adaptive Attention, Experts, and KV-Cache Allocation
Andrii Balashov, Olena Ponomarova
Conditional computation can decouple language model quality from per-token inference cost, yet leading techniques act on a single axis in isolation: Mixture-of-Experts (MoE) sparsi…
cs.CR2025
Multi-Stage Prompt Inference Attacks on Enterprise LLM Systems
Andrii Balashov, Olena Ponomarova, Xiaohua Zhai
Large Language Models (LLMs) deployed in enterprise settings (e.g., as Microsoft 365 Copilot) face novel security challenges. One critical threat is prompt inference attacks: adver…