About Me

I am Qingni Wang (Celia), an incoming phd at the University of California, Santa Barbara (UCSB), under the guidance of prof. Xin Eric Wang and prof. Yuheng Bu. I received my master’s degree from the University of Electronic Science and Technology of China (UESTC) and my bachelor’s degree from the China University of Mining and Technology (CUMT).

🌍 News

• 2026.01: 🎉🎉 Two papers have been accepted to ICLR 2026! See you in Brazil🇧🇷！
• 2025.11: 🎉🎉 One paper has been accepted to AAAI 2025.
• 2025.05: 🎉🎉 One paper has been accepted to ACL 2025(Main)！See you in Vienna🇦🇹！
• 2025.02: 🎉🎉 One paper has been accepted to CVPR 2025.
• 2025.01: 🎉🎉 One paper has been accepted to ICLR 2025 Spotlight (5%)！See you in Singapore🇸🇬！
• 2024.11: 🎉🎉 One paper has been accepted to EMNLP 2024 (Findings).

📝 Publications

Conference Papers:

† means equal contribution

1. Qingni Wang, Yue Fan, Xin Eric Wang. “SAFER: Risk-Constrained Sample-then-Filter in Large Language Models.” ICLR 2026.[Paper]
2. Qingni Wang†, Yue Fan†, Xin Eric Wang. “SafeGround: Know When to Trust GUI Grounding Models via Uncertainty Calibration.” Preprint. [Paper]
3. Qingni Wang, Tiantian Geng, Zhiyuan Wang, Teng Wang, Bo Fu, Feng Zheng. “Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models.” ICLR 2025 (Spotlight). [Paper]
4. Zhiyuan Wang†, Qingni Wang†, Yue Zhang, Tianlong Chen, Xiaofeng Zhu, Xiaoshuang Shi, Kaidi Xu. “SConU: Selective Conformal Uncertainty in Large Language Models.” ACL 2025(Main). [Paper]

📩 Contact

Email: qingni1031@gmail.com

🙋🏻‍♀️ More about me

• I have a very cute cat named Bingbing (饼饼)!!! 🐱