activity
20242026
most citedA General Framework for Augmenting Lossy Compressors with Topological Guarantees

7 citations · 7 across the 6 of their papers we have counts for

collaborators

8 papers

cs.CG2026

Topology-Preserving Meshing of Implicit Scalar Fields via Monotonicity Constraints

Tanner Finken, Jixian Li, Bei Wang +2

Topological analysis of scalar fields yields structures such as the Morse-Smale complex (MSC) that summarize salient features across multiple scales. Existing MSC extraction algori…

cs.AI2026

SciVisAgentBench: A Benchmark for Evaluating Scientific Data Analysis and Visualization Agents

Kuangshi Ai, Haichao Miao, Kaiyuan Tang +13

Recent advances in large language models (LLMs) have enabled agentic systems to translate natural-language intent into executable scientific visualization (SciVis) tasks. Despite r…

cs.DB2025

Time-varying Vector Field Compression with Preserved Critical Point Trajectories

Mingze Xia, Yuxiao Li, Pu Jiao +3

Scientific simulations and observations are producing vast amounts of time-varying vector field data, making it hard to store them for archival purposes and transmit them for analy…

cs.LG2025

Extracting Complex Topology from Multivariate Functional Approximation: Contours, Jacobi Sets, and Ridge-Valley Graphs

Guanqun Ma, David Lenz, Hanqi Guo +2

Implicit continuous models, such as functional models and implicit neural networks, are an increasingly popular method for replacing discrete data representations with continuous,…

cs.DC2025★ 7 cited

A General Framework for Augmenting Lossy Compressors with Topological Guarantees

Nathaniel Gorski, Xin Liang, Hanqi Guo +2

Topological descriptors such as contour trees are widely utilized in scientific data analysis and visualization, with applications from materials science to climate simulations. It…

cs.GR2024

Preserving Discrete Morse-Smale Complexes in Error-Bounded Lossy Compression

Yuxiao Li, Mingze Xia, Xin Liang +2

Scientific applications are generating unprecedented volumes of data that overwhelm storage and transmission systems, posing significant challenges for the design of data managemen…

cs.CG2024

Critical Point Extraction from Multivariate Functional Approximation

Guanqun Ma, David Lenz, Tom Peterka +2

Advances in high-performance computing require new ways to represent large-scale scientific data to support data storage, data transfers, and data analysis within scientific workfl…

cs.DC2024

MSz: An Efficient Parallel Algorithm for Correcting Morse-Smale Segmentations in Error-Bounded Lossy Compressors

Yuxiao Li, Xin Liang, Bei Wang +3

This research explores a novel paradigm for preserving topological segmentations in existing error-bounded lossy compressors. Today's lossy compressors rarely consider preserving t…