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cs.LG2026
AllocBench: Measuring Online Tool Allocation Capability in LLM Agents
Daniel Wang, Andrew Xu
Creating a reusable tool is an investment: an agent pays a fixed cost now in exchange for the potential of future reuse. Therefore, a user should prefer an agent that creates a sma…
cs.AI2026
Lomekwi: Resource-Bounded Tool Discovery in LLM Agents
Roshan Klein-Seetharaman, Daniel Wang, Andrew Xu
Existing tool-use benchmarks report a single success rate for complex, multistep tasks. Inspired by ideas from cognitive science, we distinguish tool use from tool discovery and de…