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cs.AI2026
LemonHarness Technical Report
Kailong Ren, Fubo Sun, Jiachen Liu +18
As large language model (LLM) agents are applied to longer tasks, they increasingly modify workspace state across multiple rounds of iteration. However, agents typically observe on…
cs.CR2026
Mobius Injection: From One-Shot Prompt Injection to Sustained Resource Exhaustion in AI Agent Infrastructure
Zi Liang, Ronghua Li, Yanyun Wang +2
Large Language Model (LLM) agents have emerged as key intermediaries, orchestrating complex interactions between human users and a wide range of digital services and LLM infrastruc…
cs.NI2026
PACC: Protocol-Aware Cross-Layer Compression for Compact Network Traffic Representation
Zhaochen Guo, Tianyufei Zhou, Honghao Wang +2
Network traffic classification underpins network security and management but faces growing challenges from pervasive encryption and evolving protocols. Existing representations inv…