{"total":26,"rows":[{"id":"2201.00058","title":"Representation Topology Divergence: A Method for Comparing Neural Network Representations","created":"2021-12-31","cited_by_count":66,"area":null},{"id":"2109.04825","title":"Artificial Text Detection via Examining the Topology of Attention Maps","created":"2021-09-10","cited_by_count":49,"area":null},{"id":"2106.04024","title":"Manifold Topology Divergence: a Framework for Comparing Data Manifolds","created":"2021-06-08","cited_by_count":31,"area":null},{"id":"2302.00136","title":"Learning Topology-Preserving Data Representations","created":"2023-01-31","cited_by_count":31,"area":null},{"id":"2205.09630","title":"Acceptability Judgements via Examining the Topology of Attention Maps","created":"2022-05-19","cited_by_count":19,"area":null},{"id":"2504.10063","title":"Hallucination Detection in LLMs with Topological Divergence on Attention Graphs","created":"2025-04-14","cited_by_count":19,"area":null},{"id":"2101.07752","title":"Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology","created":"2021-01-19","cited_by_count":8,"area":null},{"id":"2308.11295","title":"Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices","created":"2023-08-22","cited_by_count":8,"area":null},{"id":"2407.04683","title":"Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology","created":"2024-07-05","cited_by_count":8,"area":null},{"id":"2303.01501","title":"Stability and Machine Learning Applications of Persistent Homology Using the Delaunay-Rips Complex","created":"2023-03-02","cited_by_count":6,"area":null},{"id":"2309.08241","title":"Topological Node2vec: Enhanced Graph Embedding via Persistent Homology","created":"2023-09-15","cited_by_count":5,"area":null},{"id":"2406.02732","title":"GEFL: Extended Filtration Learning for Graph Classification","created":"2024-06-04","cited_by_count":5,"area":null},{"id":"2206.03973","title":"Classification of Stochastic Processes with Topological Data Analysis","created":"2022-06-08","cited_by_count":3,"area":null},{"id":"2307.03137","title":"Topology-Aware Loss for Aorta and Great Vessel Segmentation in Computed Tomography Images","created":"2023-07-06","cited_by_count":2,"area":null},{"id":"2409.14161","title":"When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning","created":"2024-09-21","cited_by_count":2,"area":null},{"id":"2501.12522","title":"Topology of Out-of-Distribution Examples in Deep Neural Networks","created":"2025-01-21","cited_by_count":1,"area":null},{"id":"2501.14641","title":"Towards Scalable Topological Regularizers","created":"2025-01-24","cited_by_count":1,"area":null},{"id":"2507.07156","title":"Unreduced Persistence Diagrams for Topological Machine Learning","created":"2025-07-09","cited_by_count":1,"area":null},{"id":"2510.05102","title":"TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration","created":"2025-10-06","cited_by_count":1,"area":null},{"id":"2606.04801","title":"Fast Cubical Persistent Homology on 2D and 3D Images via Union-Find, Pruning, and Lookup Tables","created":"2026-06-03","cited_by_count":1,"area":null},{"id":"2308.04870","title":"Decorrelating neurons using persistence","created":"2023-08-09","cited_by_count":0,"area":null},{"id":"2405.15732","title":"Neural Persistence Dynamics","created":"2024-05-24","cited_by_count":0,"area":null},{"id":"2407.06286","title":"Characterization of topological structures in different neural network architectures","created":"2024-07-08","cited_by_count":0,"area":null},{"id":"2604.22334","title":"FILTR: Extracting Topological Features from Pretrained 3D Models","created":"2026-04-24","cited_by_count":0,"area":null},{"id":"2606.06342","title":"Symmetric Divergence and Normalized Similarity: A Unified Topological Framework for Representation Analysis","created":"2026-06-04","cited_by_count":0,"area":null},{"id":"2610.05441","title":"The sublevel Flood bifiltration: towards scalable 2-parameter persistent homology","created":"2026-10-04","cited_by_count":0,"area":null}],"next_cursor":null}