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Xi'an Jiaotong University, National Engineering Research Center for Visual Information and Applications, Shaanxi Province Key
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Self-Routing adapts optimization strategies on-the-fly, leading to significant improvements in mathematical reasoning tasks without relying on external supervision.
QUMem revolutionizes user-state inference by enabling LLMs to retrieve contextually relevant memories that evolve over time, outperforming existing methods on key benchmarks.
Query-conditioned reuse boosts agent success by 10.7 points while slashing token usage by nearly 50%, transforming how we leverage past experiences in AI tasks.
