| 2025 | ICLR | Mask in the Mirror: Implicit Sparsification. | Tom Jacobs, Rebekka Burkholz |
| 2025 | ICLR | GNNs Getting ComFy: Community and Feature Similarity Guided Rewiring. | Celia Rubio-Madrigal, Adarsh Jamadandi, Rebekka Burkholz |
| 2025 | ICML | Mirror, Mirror of the Flow: How Does Regularization Shape Implicit Bias? | Tom Jacobs, Chao Zhou, Rebekka Burkholz |
| 2024 | ICLR | Batch normalization is sufficient for universal function approximation in CNNs. | Rebekka Burkholz |
| 2024 | ICLR | Masks, Signs, And Learning Rate Rewinding. | Advait Harshal Gadhikar, Rebekka Burkholz |
| 2024 | ICML | GATE: How to Keep Out Intrusive Neighbors. | Nimrah Mustafa, Rebekka Burkholz |
| 2023 | ICML | Why Random Pruning Is All We Need to Start Sparse. | Advait Harshal Gadhikar, Sohom Mukherjee, Rebekka Burkholz |
| 2022 | ICLR | On the Existence of Universal Lottery Tickets. | Rebekka Burkholz, Nilanjana Laha, Rajarshi Mukherjee, Alkis Gotovos |
| 2022 | ICLR | Plant 'n' Seek: Can You Find the Winning Ticket? | Jonas Fischer, Rebekka Burkholz |
| 2022 | ICML | Convolutional and Residual Networks Provably Contain Lottery Tickets. | Rebekka Burkholz |
| 2021 | AAAI | Cascade Size Distributions: Why They Matter and How to Compute Them Efficiently. | Rebekka Burkholz, John Quackenbush |
| 2021 | AAAI | Gene Regulatory Network Inference as Relaxed Graph Matching. | Deborah A. Weighill, Marouen Ben Guebila, Camila Miranda Lopes-Ramos, Kimberly Glass, John Quackenbush, John Platig, Rebekka Burkholz |