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cs.AI2026
EvoSQL: Memory-Augmented Critic-Generator Co-Evolution for Text-to-SQL
Jiawei Zhou, Jianwei Wang, Chenyu Zhou +3
Text-to-SQL has advanced rapidly with large language models, but complex database queries still require reasoning beyond one-shot generation, including multi-step decomposition, ex…
cs.AI2026
MediaClaw: Multimodal Intelligent-Agent Platform Technical Report
Shaoan Zhao, Huanlin Gao, Qiang Hui +9
MediaClaw is a multimodal agent platform built on the OpenClaw ecosystem. Its core design follows a three-layer architecture of unified abstraction, pluginized extension, and workf…
cs.AI2026
Advancing Multimodal Agent Reasoning with Long-Term Neuro-Symbolic Memory
Rongjie Jiang, Jianwei Wang, Gengda Zhao +3
Recent advances in large language models have driven the emergence of intelligent agents operating in open-world, multimodal environments. To support long-term reasoning, such agen…