Abstract Harnessing the power of LLMs requires a delicate dance between being helpful and harmless. This creates a fundamental tension between two competing challenges: vulnerability to adversarial attacks that elicit unsafe content, and a tendency[…]
Abstract Poster presentations are a key part of academic conferences, and sometimes, a poster session is the only opportunity we get at presenting our papers. It is thus very important to take full advantage of[…]
Abstract Game-playing agents like AlphaGo have achieved superhuman performance through self-play, which is theoretically guaranteed to yield optimal policies in competitive games. However, most language tasks are partially or fully cooperative, so it is an[…]
Abstract High-quality user feedback is essential for effective human-AI interaction. It bridges knowledge gaps, corrects drift, and shapes system behavior; both during the interaction and throughout model development. However, despite its importance, in-the-wild human-AI conversations[…]
Abstract Unstructured data is pervasive in our daily lives, appearing in forms such as meeting and interview transcripts, written notes, and social media posts. These data often contain valuable human knowledge and insights. To uncover[…]
Abstract I had a great time living in a 14th century monastery, hanging out with Emma and Augi, pretending to be a doctor or a patient, and learning to produce speech in Sarawak Malay, Central[…]
Abstract Current AI systems fail when encountering unfamiliar situations. This talk presents a unified approach where synthesis models help analysis models handle new scenarios by transforming unfamiliar inputs into recognizable forms. We demonstrate a generative[…]
