Publications

2027

1. SPIE MI 2027

   CalAD: A Calibrated MRI Baseline for Alzheimer’s Detection on OASIS-3

   Andrew Ma and Khush Mehta

   2027

   Accepted as Poster at SPIE Medical Imaging 2027. First author (Ma, Andrew), second author (Mehta, Khush).

   Bib

   @article{ma2027calad_spie,
     title = {CalAD: A Calibrated MRI Baseline for Alzheimer's Detection on OASIS-3},
     author = {Ma, Andrew and Mehta, Khush},
     year = {2027},
     note = {Accepted as Poster at SPIE Medical Imaging 2027. First author (Ma, Andrew), second author (Mehta, Khush).}
   }

2026

1. ACM GeoAI

   CONFLUENCE: Does Cross-Scale Graph Attention Help Watershed Vegetation Forecasting?

   Andrew Ma

   In 9th ACM SIGSPATIAL International Workshop on AI for Geographic Information Systems (ACM GeoAI 2026), 2026

   Accepted to ACM SIGSPATIAL GeoAI 2026. Also submitted to NeurIPS TCCML Workshop. Solo author.

   Bib HTML

   @inproceedings{ma2026geoai,
     title = {CONFLUENCE: Does Cross-Scale Graph Attention Help Watershed Vegetation Forecasting?},
     author = {Ma, Andrew},
     booktitle = {9th ACM SIGSPATIAL International Workshop on AI for Geographic Information Systems (ACM GeoAI 2026)},
     year = {2026},
     url = {https://events.ornl.gov/acmsigspatial-geoai2026/event-agenda/},
     note = {Accepted to ACM SIGSPATIAL GeoAI 2026. Also submitted to NeurIPS TCCML Workshop. Solo author.}
   }

2. AACE

   Attention-Augmented Temporal Fusion Transformer for Short-Horizon Hypoglycemia Prediction in Type 1 Diabetes

   Andrew Ma and Srihith Chennareddy

   Endocrine Practice, 2026

   Presented and published as first author at AACE / Endocrine Practice. Preprint on Research Square: https://www.researchsquare.com/article/rs-10856000/v1.

   DOI Bib HTML

   @article{ma2026attention,
     title = {Attention-Augmented Temporal Fusion Transformer for Short-Horizon Hypoglycemia Prediction in Type 1 Diabetes},
     author = {Ma, Andrew and Chennareddy, Srihith},
     journal = {Endocrine Practice},
     year = {2026},
     url = {https://www.endocrinepractice.org/article/S1530-891X(26)00841-4/abstract},
     doi = {10.21203/rs.3.rs-10856000/v1},
     note = {Presented and published as first author at AACE / Endocrine Practice. Preprint on Research Square: https://www.researchsquare.com/article/rs-10856000/v1.}
   }

3. MLHMI / IEEE

   CropViT: Climate-Aware Vision Transformer Model for Crop Yield Prediction

   Srihith Chennareddy, Andrew Ma, and Yen-Chu Weng

   In 2026 7th International Conference on Machine Learning and Human-Computer Interaction (MLHMI 2026), 2026

   Accepted February 8, 2026. Published in IEEE Xplore (Doc ID: 11644961). First author oral presentation at JpGU-AGU Joint Meeting 2026 (Sun. May 24, 2026).

   DOI Bib HTML

   @inproceedings{chennareddy2026cropvit,
     title = {CropViT: Climate-Aware Vision Transformer Model for Crop Yield Prediction},
     author = {Chennareddy, Srihith and Ma, Andrew and Weng, Yen-Chu},
     booktitle = {2026 7th International Conference on Machine Learning and Human-Computer Interaction (MLHMI 2026)},
     year = {2026},
     doi = {10.23919/MLHMICPS00004.2026.00032},
     url = {https://ieeexplore.ieee.org/document/11644961},
     note = {Accepted February 8, 2026. Published in IEEE Xplore (Doc ID: 11644961). First author oral presentation at JpGU-AGU Joint Meeting 2026 (Sun. May 24, 2026).}
   }

4. APS PNW

   PSTL: Investigating Particle Scattering in Triply Periodic Minimal Surface Lattices

   Andrew Ma, Srihith Chennareddy, C. Stoney, and 3 more authors

   In Spring 2026 APS Northwest Section Meeting (APS PNW), 2026

   Accepted May 21, 2026. First author presentation (Session N01.07).

   Bib HTML

   @inproceedings{ma2026pstl,
     title = {PSTL: Investigating Particle Scattering in Triply Periodic Minimal Surface Lattices},
     author = {Ma, Andrew and Chennareddy, Srihith and Stoney, C. and Brown, S. and Chennareddy, M. and Singh, A.},
     booktitle = {Spring 2026 APS Northwest Section Meeting (APS PNW)},
     year = {2026},
     url = {https://meetings-archive.aps.org/nws/2026/n01/7/},
     note = {Accepted May 21, 2026. First author presentation (Session N01.07).}
   }

5. APS PNW

   Quantifying Non-Gaussian Scattering Tails in Micro-Heterogeneous Phantoms for Proton Therapy Applications

   Srihith Chennareddy, Andrew Ma, C. Stoney, and 2 more authors

   In Spring 2026 APS Northwest Section Meeting (APS PNW), 2026

   Accepted May 21, 2026. Presentation (Session P01.01).

   Bib HTML

   @inproceedings{chennareddy2026quantifying,
     title = {Quantifying Non-Gaussian Scattering Tails in Micro-Heterogeneous Phantoms for Proton Therapy Applications},
     author = {Chennareddy, Srihith and Ma, Andrew and Stoney, C. and Brown, S. and Singh, A.},
     booktitle = {Spring 2026 APS Northwest Section Meeting (APS PNW)},
     year = {2026},
     url = {https://meetings-archive.aps.org/nws/2026/p01/1/},
     note = {Accepted May 21, 2026. Presentation (Session P01.01).}
   }

6. IEEE BIBM

   CalAD: A Calibrated MRI Baseline for Alzheimer’s Detection on OASIS-3

   Andrew Ma

   In IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2026) - ML4BMI Workshop, 2026

   Accepted to IEEE BIBM ML4BMI Workshop 2026. Solo first author.

   Bib

   @inproceedings{ma2026calad_bibm,
     title = {CalAD: A Calibrated MRI Baseline for Alzheimer's Detection on OASIS-3},
     author = {Ma, Andrew},
     booktitle = {IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2026) - ML4BMI Workshop},
     year = {2026},
     note = {Accepted to IEEE BIBM ML4BMI Workshop 2026. Solo first author.}
   }

7. ML4H 2026

   Beyond Site Decodability: When Does a Scanner Shortcut Actually Inflate Diagnostic Performance?

   Andrew Ma

   2026

   Submitted to Machine Learning for Health (ML4H 2026) Findings track. OpenReview: https://openreview.net/forum?id=Aq0rK0MDij. Solo author.

   Bib HTML

   @article{ma2026beyond_site,
     title = {Beyond Site Decodability: When Does a Scanner Shortcut Actually Inflate Diagnostic Performance?},
     author = {Ma, Andrew},
     year = {2026},
     url = {https://openreview.net/forum?id=Aq0rK0MDij},
     note = {Submitted to Machine Learning for Health (ML4H 2026) Findings track. OpenReview: https://openreview.net/forum?id=Aq0rK0MDij. Solo author.}
   }

8. Under Review

   Spatial Deep Learning for Environmental DNA (eDNA) Localization and Biodiversity Mapping

   Andrew Ma and Pedro Brandão Dias Ferreira Pinto

   2026

   Preprint / Under review. In collaboration with Pedro Brandão Dias Ferreira Pinto (University of Washington).

   Bib

   @article{ma2026edna,
     title = {Spatial Deep Learning for Environmental DNA (eDNA) Localization and Biodiversity Mapping},
     author = {Ma, Andrew and Pinto, Pedro Brand{\~a}o Dias Ferreira},
     year = {2026},
     note = {Preprint / Under review. In collaboration with Pedro Brand{\~a}o Dias Ferreira Pinto (University of Washington).}
   }

9. Under Review

   Hierarchical Climate-Aware Vision Transformers for Continental-Scale Remote Sensing

   Andrew Ma

   2026

   Submitted to IEEE/CVF Computer Vision and Pattern Recognition (CVPR). Solo author.

   Bib

   @article{ma2026cvpr,
     title = {Hierarchical Climate-Aware Vision Transformers for Continental-Scale Remote Sensing},
     author = {Ma, Andrew},
     year = {2026},
     note = {Submitted to IEEE/CVF Computer Vision and Pattern Recognition (CVPR). Solo author.}
   }