Research Interest
My research interest lies in broad aspects of Machine Learning topics such as CV and NLP.
Currently, I focus on
exploring and stimulating the Physical Intelligence of GenAI, e.g. Vision-Language Models and Generative Diffusion Models:
- Visual Grounding / Spatial Understanding of Vision-Language-Models
- Physical Alignment / 3D Consistency post-training of Video Diffusion Models
- Foundation Models for Embodied AI
Previously, I worked on
adversarial attacks and defenses in
GenAI, I did investigation in attacks and defenses for diffusion-based models, and developed several interesting algorithms: e.g. Diff-PGD,
SDS-Attack, Diff-Pure and DP-Attacker.
News 📢
-
[2025.04] I will be at
Adobe Firefly this summer, working on cool video diffusion stuff!
-
[2024.10] I was awarded the NeurIPS'2024 scholar award, thanks! See you in Vancouver, CA.
-
[2024.09] 3 Papers (DP-Attacker, RefDrop, QueST) are accepted to NeurIPS 2024 !
-
[2024.05] I started as a summer research intern at Nvidia DIR Group !
-
[2024.05] We propose DP-Attacker, a framework to attack Diffusion-based policy generator.
-
[2024.04] We release PDM-Pure, a universal purifier for protection against diffusion models
-
[2024.03] I received the ICLR'2024 travel award, thanks!
-
[2024.01] Our SDS-Attack is accepted by ICLR'2024!
-
[2023.10] I was awarded the NeurIPS'2023 scholar award, thanks!
-
[2023.10] I was invited as a reviewer for TPAMI.
-
[2023.09] Diff-PGD and 3D-IntPhys are accepted by NeurIPS'2023!
-
[2023.08] I was invited as a reviewer for ICLR'2024.
-
[2023.05] We propose Diff-PGD, a diffusion-based adv-sample generation framework.
-
[2022.12] I am selected as the Top Reviewer of NeurIPS 2022.
-
[2022.10] Our Distance-Transformer is accepted to EMNLP2022 Findings.
-
[2022.08] I will start as a PhD student at (ML@GT) starting from 2022Fall.
Reviewer Experience
Conference:
- NeurIPS@22/23/24/25
- ICLR@24/25
- AISTATS@25
- ICML@22/23/24/25
- CVPRW@25
Journals:
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)