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LLM agents struggle in dynamic environments, but EvoMem boosts their performance by capturing the evolution of memory, leading to better adaptability.
Achieving 400x faster inference without sacrificing semantic accuracy, AIR transforms cross-domain recommendations into a practical reality for e-commerce.
LatentSkill achieves a 21.4-point increase in task success while slashing prefill token usage by over 64%, revolutionizing how LLM agents utilize skills.
Forget symmetrical fusion: GS-Fuse selectively incorporates event text into financial forecasting only when it demonstrably improves predictions beyond what historical prices alone can achieve.
Forget hand-crafting agents: Memento-Skills lets a generalist LLM agent autonomously design and improve specialized agents through experience, achieving substantial gains on complex benchmarks.
