2026 年 1 月 21 日，老師受邀至新加坡展開兩場精彩的學術演講！

第一場在新加坡科技研究局 A*STAR 分享，主題為「Beyond Accuracy: Reliability of Clinical AI Algorithms」。老師在演講中強調，在臨床 AI 準確度已普遍提升的現況下，影響落地應用的關鍵在於系統的穩健性（System Robustness）與使用者的信任（User Trust）。演講中詳細講解了多篇 BIIC Lab 的研究成果，展現我們致力讓 AI 成為臨床決策中真正透明且值得信賴的夥伴。

第二場演講則在新加坡國立大學（NUS），主題為「Advancing AI for Disordered Speech: Assessment, Accessibility, and Articulation」。老師聚焦於 3A Framework，從評估 (Assessment)、可近性 (Accessibility) 到發音修復 (Articulation) 三大面向重新定義語音 AI 的角色。演講中深入剖析了實驗室近期論文，說明如何運用隱私保護與語音轉換技術，協助語音障礙者重拾溝通主導權，打破現行系統的排他性，確保每種聲音都能在數位時代被聽見、被理解且被包容。
 

Our first stop was at A*STAR, where Jeremy shared insights on "Beyond Accuracy: Reliability of Clinical AI Algorithms." He highlighted that as Clinical AI achieves high accuracy, the real keys to real-world deployment are System Robustness and User Trust. By showcasing several of our recent BIIC Lab studies, he demonstrated our commitment to making AI a transparent and dependable partner in clinical decision-making. 

The second talk took place at NUS, focusing on "Advancing AI for Disordered Speech: Assessment, Accessibility, and Articulation." Jeremy redefined the role of Speech AI through the 3A Framework. By presenting multiple BIIC Lab papers, he explained how we leverage privacy-preserving and voice conversion technologies to empower speakers with disorders. Our goal is to break the exclusivity of current speech systems, ensuring every voice in the digital age is not only heard but truly understood and included.