Talks & presentations

* equal contribution; ⁺ presenting author

• Xin, J.⁺ , Li, X., Qiang, E., He, W., Shang, T., Su, W. J., Long, Q. 2026. UCS: Estimating Unseen Coverage for Improved In-Context Learning. Poster presentation: AWS ASSET Trustworthy AI Symposium, Philadelphia, PA. Event program
• Xin, J.⁺ , Li, X., Qiang, E., He, W., Shang, T., Su, W. J., Long, Q. 2026. UCS: Estimating Unseen Coverage for Improved In-Context Learning. Poster presentation: Annual Meeting of the Association for Computational Linguistics (ACL), San Diego, CA. Paper
• Xin, J.⁺ , Qiang, E., Zhu, Z., Li, X., Su, W. J., Long, Q. 2026. Conformal Prediction with Paraphrase-Aware Scoring for LLM Uncertainty Quantification. Oral presentation: 2026 NISS Virtual New Researchers Conference, virtual. Talk program
• Xin, J.⁺ 2026. Reliable Agentic AI under Partial Evidence and Regime Shift. Invited talk: IMC Trading PhD Fellowship Research Connect Event, Chicago, IL. Fellowship & event
• Xin, J.⁺ , Yun, S., Peng, J., Choi, I., Ballard, J. L., Chen, T., Long, Q. 2026. I²MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. Poster presentation: Inaugural AASF AIX Summit, New York City, NY. Event recap
• Li, X., Xin, J.⁺ , Long, Q., Su, W. J. 2026. Evaluating the Unseen Capabilities: How Many Theorems Do LLMs Know? Invited presentation: International Biometric Society Eastern North American Region (ENAR) 2026 Spring Meeting, Indianapolis, IN. Meeting archive
• Xin, J.⁺ , Raghu, A., Bhattacharya, N., Carr, A., Montgomery, M., Elliott, H. 2025. Improved Therapeutic Antibody Reformatting through Multimodal Machine Learning. Poster presentation: Neural Information Processing Systems (NeurIPS) AI4Science and FM4LS Workshop, San Diego, CA. AI4Science program FM4LS accepted papers
• Xin, J.⁺ , Yun, S., Peng, J., Choi, I., Ballard, J. L., Chen, T., Long, Q. 2025. I²MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. Poster presentation: Penn DBEI 5th Annual Big Data Conference, Philadelphia, PA. Event
• Xin, J.⁺ , Yun, S., Peng, J., Choi, I., Ballard, J. L., Chen, T., Long, Q. 2025. I²MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. Poster presentation: Penn Engineering AI Research Mixer, Philadelphia, PA. Event
• Yun, S.*, Xin, J.*⁺ , Choi, I., Peng, J., Ding, Y., Long, Q., Chen, T. 2025 February. Generate, Then Retrieve: Addressing Missing Modalities in Multimodal Learning via Generative AI and MoE. Oral presentation: AAAI GenAI4Health Workshop, Philadelphia, PA. Oral program Best Paper award