| 2024 | SMC | Can Pupillometry be used to Detect Driver Hazard Awareness? | Kimimasa Tamura, John Gideon, Simon Stent, Guy Rosman |
| 2022 | CVPR | Unsupervised Multi-View Gaze Representation Learning. | John Gideon, Shan Su, Simon Stent |
| 2021 | ICCV | The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video. | John Gideon, Simon Stent |
| 2021 | ICCV | LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision. | Zhijian Liu, Simon Stent, Jie Li, John Gideon, Song Han |
| 2019 | Interspeech | Emotion Recognition from Natural Phone Conversations in Individuals with and without Recent Suicidal Ideation. | John Gideon, Heather T. Schatten, Melvin G. McInnis, Emily Mower Provost |
| 2018 | ICASSP | A Multi-Camera Deep Neural Network for Detecting Elevated Alertness in Drivers. | John Gideon, Simon Stent, Luke Fletcher |
| 2018 | Interspeech | The PRIORI Emotion Dataset: Linking Mood to Emotion Detected In-the-Wild. | Soheil Khorram, Mimansa Jaiswal, John Gideon, Melvin G. McInnis, Emily Mower Provost |
| 2017 | Interspeech | Progressive Neural Networks for Transfer Learning in Emotion Recognition. | John Gideon, Soheil Khorram, Zakaria Aldeneh, Dimitrios Dimitriadis, Emily Mower Provost |
| 2016 | ICASSP | Mood state prediction from speech of varying acoustic quality for individuals with bipolar disorder. | John Gideon, Emily Mower Provost, Melvin G. McInnis |
| 2016 | ICMI | Wild wild emotion: a multimodal ensemble approach. | John Gideon, Biqiao Zhang, Zakaria Aldeneh, Yelin Kim, Soheil Khorram, Duc Le, Emily Mower Provost |
| 2016 | Interspeech | Recognition of Depression in Bipolar Disorder: Leveraging Cohort and Person-Specific Knowledge. | Soheil Khorram, John Gideon, Melvin G. McInnis, Emily Mower Provost |