Core Viewpoint - The article discusses the upcoming 2025 Autumn Strategy Conference hosted by GF Securities, focusing on various investment strategies and market analysis techniques, particularly in the context of AI and quantitative finance [2][4]. Group 1: Conference Overview - The conference will take place on August 27, 2025, at the Pudong Shangri-La Hotel, featuring a series of presentations from leading analysts in financial engineering [2]. - The agenda includes discussions on index crowding, AI-driven strategy selection, and the timing of convertible bond indices [2][3]. Group 2: Key Presentations - An Ningning, Chief Analyst of Financial Engineering, will present on time-series enhanced learning for general models [2]. - Chen Yuanwen, Co-Chief Analyst, will discuss three perspectives on the timing of convertible bond indices [2]. - Zhang Chaowill focus on the diffusion effect of leading stocks and industry rotation [4]. - Zhang Yudong will present a multi-factor weighted ETF rotation strategy [5]. - Wang Xiaokang will explore how to leverage smart money to improve analyst expectations [6].

Core Viewpoint - The article discusses the upcoming 2025 Autumn Strategy Conference hosted by GF Securities, focusing on various investment strategies and market analysis techniques, particularly in the context of AI and quantitative finance [2][4]. Group 1: Conference Overview - The conference is scheduled for August 27, 2025, from 13:30 to 17:00 at the Pudong Shangri-La Hotel, featuring multiple sessions on investment strategies [2]. - Key topics include quantitative analysis of index crowding, AI-driven strategy selection, and the timing of convertible bond indices [2][3]. Group 2: Featured Analysts and Topics - An Ningning, Chief Analyst of Financial Engineering, will present on time-series enhanced learning for general models [2]. - Chen Yuanwen, Co-Chief Analyst of Financial Engineering, will discuss three perspectives on convertible bond index timing [2]. - Zhang Chaowill focus on the diffusion effect of leading stocks and industry rotation [4]. - Zhang Yudong will present a multi-factor weighted ETF rotation strategy [5]. - Wang Xiaokang will explore how to leverage smart money to improve analyst expectations [6].