research

Word cloud using all my publication titles. Larger/darker words appear more frequently.

Neural Signal Representations

Scalable and transferable neural signal representations for natural, medical, and scientific imaging domains, with a heavy focus on implicit/coordinate-based networks (INRs).

Selected papers: WIRE (CVPR 2023), MINER (ECCV 2022), Transferable INRs (NeurIPS 2024), Video INRs (CVPR 2025), Noise Pretrained INRs (CVPR 2026), Fit Pixels, Get Labels (MICCAI 2025), ISLAND (Remote Sensing Applications 2024), GeoViSTA (2026)

Trustworthy AI

Probing AI systems for bias, robustness, and reliability through causal benchmarking, conformal uncertainty quantification, and network geometry analysis.

Selected papers: SplineCam (CVPR 2023), Causal Benchmarking of Face Analysis (ECCV 2020, ICCV 2023), GELDA (CVPR 2024), Precipitation Downscaling (TGRS 2025), Conformal UQ (ICLR 2026, MICCAIW 2025), Not All Views Equal (ICCV 2025), GIQ (ICLR 2026)

Scene Reconstruction

3D reconstruction and novel-view synthesis of scenes, objects, and volumes from images and video, including human avatars, urban environments, and sparse-view medical imaging.

Selected papers: CT Reconstruction (MICCAI 2023), Drone-and-Ground Splatting (ICCP 2024), TranSplat (2025), Face Avatars (2026, 2025), Humanless Walkthroughs (CVPR 2026)