2 papers
cs.AI2026
The World Won't Wait: Evaluating and Teaching Agents Under a Live Clock
Ningxin Pan, Hanyu Li, Yeqing Shen +3
Large language model (LLM) agents can solve complex interactive tasks, yet reasoning and tool calls take time. In continuously changing environments, an otherwise correct action ma…
cs.CV2026
ComplexityWorld: Benchmarking Vision-Language Models on Verifiable Visual Decision Making
Ningxin Pan, Hanyu Li, Yehui Tang
Vision-language models (VLMs) have made rapid progress in visual perception and increasingly support real-world tasks that depend on images. Many such tasks, however, require more…