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cs.AI2026
Topology-Consistent Task Planning over Cellular Workflow Complexes for LLM-based Agents
Sen Zhao, Jia Tang, Ruiqi Kong +6
Task planning for LLM agents requires workflows that satisfy both user intent and complex sub-task dependencies. While existing planners work well for sequential or directed acycli…
cs.AI2026
CoMemBench: Benchmarking Collaborative Memory Boundaries across Multi-Agent Workflow Topologies
Sen Zhao, Ruiqi Kong, Zuyu Zhang +5
Multi-agent workflows require task-relevant information to be shared across agents, while irrelevant, stale, unverified, or incompatible information must remain isolated. We call t…
cs.AI2026
TeleCom-Bench: How Far Are Large Language Models from Industrial Telecommunication Applications?
Jieting Xiao, Yun Lin, Huizhen Qiu +10
While Large Language Models have achieved remarkable integration in various vertical scenarios, their deployment in the telecommunications domain remains exploratory due to the lac…