Showing cs.CLShow all
2 papers · 1 filter
cs.CL2026
The Window Is in the Reasoning: When LLM Agents Decide to Follow Prompt Injections
Haoxuan Jia, Yang Liu, Bin Chong +13
LLM agents that read untrusted content can be hijacked by prompt injections. Runtime monitors that try to catch a hijack before the agent acts, and benchmarks that score each task…
cs.CL2026
Thought-Aware KV Cache Compaction for Reasoning via Adaptive Attention Matching
Yang Liu, Bin Chong, Chongyang Zhang +3
Reasoning language models generate lengthy chain-of-thought (CoT) sequences whose key-value (KV) cache grows linearly and becomes a memory bottleneck during decoding. Existing comp…