Purpose To evaluate the safety and feasibility of laparoscopic liver resection (LLR) for pediatric liver tumors. Methods We systematically searched PubMed, Web of Science, Cochrane Library, Embase, and Chinese databases (CNKI, WanFang, VIP) for studies on LLR for pediatric liver…
Long-context reasoning requires models to locate, revise, and synthesize evidence distributed across lengthy inputs. Existing long-context RL methods usually reward final answers or static evidence extraction, offering little feedback on how intermediate actions change the model'…
An accurate state of health (SOH) estimation for lithium-ion batteries (LIBs) is crucial for reliable operations and extending service life. While electrochemical impedance spectroscopy (EIS) effectively characterizes LIBs degradation patterns, the high dimensionality of EIS data…