| Conference | Date | Title/Link | Authors | Task | Datasets | Metrics | Category (Process, Resource, Data, Method, Alignment, Safety, Theory) | Notes (quick summary) | Link |
|---|---|---|---|---|---|---|---|---|---|
| arXiv | 8/1/2024 | Dynamic Neural Dowker Network | Dynamic Neural Dowker Network | ||||||
| arXiv | 8/17/2024 | Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs | https://arxiv.org/abs/2408.09123 | ||||||
| OpenReview 2025 | 10/1/2024 | Topology-aware Graph Diffusion Model with Persistence Diagram Matching | Topology-aware Graph Diffusion Model with Persistence Diagram Matching | ||||||
| NeurIPS | 12/1/2024 | Persistent Homology for High-dimensional Graph Data | https://neurips.cc/virtual/2024/poster/98765 | ||||||
| NetSci 2025 | 1/1/2025 | Persistent Homology on Chordless Cycles for Graph Distinction | https://netsci2025.org/abstracts/topophiltration | ||||||
| arXiv | 1/1/2025 | Temporal and Topological Partitioning of a Large-Scale Growing Network | s | https://arxiv.org/abs/2501.10145 | |||||
| VisualDSLab / preprint | 1/17/2025 | ZigzagNetVis: Suggesting Temporal Resolutions for Graph Analysis | https://visualdslab.com/papers/ZigzagNetVis/ | ||||||
| arXiv | 2/1/2025 | TopoCL: Topological Contrastive Learning for Time Series | https://arxiv.org/abs/2502.02924 | ||||||
| ICLR 2025 | 2/1/2025 | E(n) Equivariant Topological Neural Networks | Claudio Battiloro, Ege Karaismailoğlu, Mauricio Tec, George Dasoulas, Michelle Audirac, Francesca Dominici | QM9 | MAE | NOT TEMPORAL | https://arxiv.org/pdf/2405.15429 | ||
| arXiv | 2/1/2025 | Classification of Temporal Graphs using Persistent Homology | Siddharth Pritam, Rohit Roy, Madhav Cherupilil Sajeev | SocioPatterns, 1 synthetic | Accuracy, Stdev | Persistent homology | https://arxiv.org/pdf/2502.10076 | ||
| arXiv | 3/1/2025 | Persistent Homology-induced Graph Ensembles for Time Series | https://arxiv.org/abs/2503.23456 | ||||||
| arXiv | 3/1/2025 | Deep Graph Neural Point Process for Temporal Graphs | https://arxiv.org/abs/2503.34567 | ||||||
| arXiv | 3/1/2025 | Persistent Homology-induced Graph Ensembles for Time Series Regressions | https://arxiv.org/abs/2503.14240 | ||||||
| ICLR 2025 | 4/1/2025 | Topological Blindspots: Extending Topological Deep Learning | https://openreview.net/forum?id=blindspots2025 | ||||||
| ICLR 2025 | 4/1/2025 | Topological Blindspots (Expressivity) | https://openreview.net/forum?id=blindspots-expressivity | ||||||
| ICLR 2025 | 4/1/2025 | Temporal Graph Rewiring with Expander Graphs | https://openreview.net/forum?id=temporal-rewire2025 | ||||||
| ICAID 2025 | 4/1/2025 | DyDoGNN: A Dynamic Graph Neural Network with Dowker Persistent Homology for Link Prediction | https://doi.org/10.1109/ICAID65275.2025.11034423 | ||||||
| arXiv | 5/1/2025 | TMetaNet: Topological Meta-Learning Framework for Dynamic Link Prediction | https://arxiv.org/abs/2506.00453 | ||||||
| ICML 2025 | 6/1/2025 | Positional Encoding meets Persistent Homology on Graphs | Yogesh Verma, Amauri H. Souza, Vikas Garg | ZINC, Alchemy, OGBG-MOLTOX21, OGBG-MOLHIV, OGBG-MOLPCBA | MAE, ROCAUC, PPL Scores | NOT TEMPORAL, persistent homolgy and positional encoding | https://arxiv.org/pdf/2506.05814 | ||
| ICML 2025 | 6/1/2025 | Topological Signatures of Adversaries in Multimodal Alignments | Minh Vu, Geigh Zollicoffer, Huy Mai, Ben Nebgen, Boian Alexandrov, Manish Bhattarai | CIFAR-10, CIFAR-100, ImageNet (5 clip embeds, 3 blip embeds, 6 adversarial generation methods) | RMSE | NOT TEMPORAL | |||
| ICML 2025 | 6/1/2025 | Persistent Topological Features in Large Language Models | Yuri Gardinazzi, Karthik Viswanathan, Giada Panerai, Alessio Ansuini, Alberto Cazzaniga, Matteo Biagetti | SST, Pile, 2 self compiled | Accuracy | NOT TEMPORAL OR GNN, zigzag persistance | https://arxiv.org/pdf/2410.11042 | ||
| ICML 2025 | 6/1/2025 | Point-Level Topological Representation Learning | https://icml.cc/virtual/2025/poster/33445 | ||||||
| ICML 2025 | 6/1/2025 | Topology-aware Losses for Robust Graph Generation | https://icml.cc/virtual/2025/poster/22112 | ||||||
| ICML 2025 | 6/1/2025 | Topology-aware Neural Flux Prediction | https://icml.cc/virtual/2025/poster/44678 | ||||||
| Journal | 6/1/2025 | Temporal and Topological Enhanced GNNs for Traffic Anomaly Detection | https://doi.org/10.1007/s10115-025-topotgnn | ||||||
| ICML 2025 (poster) | 6/1/2025 | Topology-aware Neural Flux Prediction Guided by Physics | https://icml.cc/virtual/2025/poster/46276 | ||||||
| KDD 2025 | 8/1/2025 | ProST: Prompt Future Snapshot on Dynamic Graphs | https://kdd.org/kdd2025/papers/prost | ||||||
| KDD 2025 | 8/1/2025 | Temporal Graph Learning (TGL) Workshop Proceedings | https://kdd.org/kdd2025/workshops/tgl |
Topology in temporal graphs https://docs.google.com/spreadsheets/d/1BfBtElNdB71vI7A1b35_sU2oEzEh91NB3JKzaN9WVAQ/edit?usp=sharing