Explainable Mapper: Charting LLM Embedding Spaces Using Perturbation-Based Explanation and Verification Agents
Fuente:
arXiv
Saved in:
| Main Authors: | Yan, Xinyuan, Sevastjanova, Rita, van der Ben, Sinie, El-Assady, Mennatallah, Wang, Bei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TopoAlign: Topology-Aware Visual Representation Alignment
by: Yan, Xinyuan, et al.
Published: (2026)
by: Yan, Xinyuan, et al.
Published: (2026)
Concept-Level Explainability for Auditing & Steering LLM Responses
by: Amara, Kenza, et al.
Published: (2025)
by: Amara, Kenza, et al.
Published: (2025)
Challenges and Opportunities in Text Generation Explainability
by: Amara, Kenza, et al.
Published: (2024)
by: Amara, Kenza, et al.
Published: (2024)
SyntaxShap: Syntax-aware Explainability Method for Text Generation
by: Amara, Kenza, et al.
Published: (2024)
by: Amara, Kenza, et al.
Published: (2024)
LayerFlow: Layer-wise Exploration of LLM Embeddings using Uncertainty-aware Interlinked Projections
by: Sevastjanova, Rita, et al.
Published: (2025)
by: Sevastjanova, Rita, et al.
Published: (2025)
LayerFlow: Layer‐wise Exploration of LLM Embeddings using Uncertainty‐aware Interlinked Projections
by: Rita Sevastjanova, et al.
Published: (2025)
by: Rita Sevastjanova, et al.
Published: (2025)
PleaSQLarify: Visual Pragmatic Repair for Natural Language Database Querying
by: Chan, Robin Shing Moon, et al.
Published: (2026)
by: Chan, Robin Shing Moon, et al.
Published: (2026)
Dia-Lingle: A Gamified Interface for Dialectal Data Collection
by: Sun, Jiugeng, et al.
Published: (2025)
by: Sun, Jiugeng, et al.
Published: (2025)
A Design Space for Intelligent Agents in Mixed-Initiative Visual Analytics
by: Stähle, Tobias, et al.
Published: (2025)
by: Stähle, Tobias, et al.
Published: (2025)
generAItor: Tree-in-the-Loop Text Generation for Language Model Explainability and Adaptation
by: Spinner, Thilo, et al.
Published: (2024)
by: Spinner, Thilo, et al.
Published: (2024)
VACP: Visual Analytics Context Protocol
by: Stähle, Tobias, et al.
Published: (2026)
by: Stähle, Tobias, et al.
Published: (2026)
Cross-Cultural Simulation of Citizen Emotional Responses to Bureaucratic Red Tape Using LLM Agents
by: Ni, Wanchun, et al.
Published: (2026)
by: Ni, Wanchun, et al.
Published: (2026)
Deconstructing Human-AI Collaboration: Agency, Interaction, and Adaptation
by: Holter, Steffen, et al.
Published: (2024)
by: Holter, Steffen, et al.
Published: (2024)
Deconstructing Human‐AI Collaboration: Agency, Interaction, and Adaptation
by: Steffen Holter, et al.
Published: (2024)
by: Steffen Holter, et al.
Published: (2024)
Towards an Optimal Bound for the Interleaving Distance on Mapper Graphs
by: Chambers, Erin Wolf, et al.
Published: (2025)
by: Chambers, Erin Wolf, et al.
Published: (2025)
Bounding the Interleaving Distance for Mapper Graphs with a Loss Function
by: Chambers, Erin W., et al.
Published: (2023)
by: Chambers, Erin W., et al.
Published: (2023)
Mapping out the Space of Human Feedback for Reinforcement Learning: A Conceptual Framework
by: Metz, Yannick, et al.
Published: (2024)
by: Metz, Yannick, et al.
Published: (2024)
Flexible and Probabilistic Topology Tracking with Partial Optimal Transport
by: Li, Mingzhe, et al.
Published: (2023)
by: Li, Mingzhe, et al.
Published: (2023)
iNNspector: Visual, Interactive Deep Model Debugging
by: Spinner, Thilo, et al.
Published: (2024)
by: Spinner, Thilo, et al.
Published: (2024)
Any Graph is a Mapper Graph
by: Alvarado, Enrique G, et al.
Published: (2024)
by: Alvarado, Enrique G, et al.
Published: (2024)
Minimizing Vertical Length in Linked Bar Charts
by: Broek, Steven van den, et al.
Published: (2025)
by: Broek, Steven van den, et al.
Published: (2025)
Topology Understanding of B-Spline Surface/Surface Intersection with Mapper
by: Gao, Chenming, et al.
Published: (2026)
by: Gao, Chenming, et al.
Published: (2026)
Steinhaus Filtration and Stable Paths in the Mapper
by: Arendt, Dustin L., et al.
Published: (2019)
by: Arendt, Dustin L., et al.
Published: (2019)
$k$-means considered harmful: On arbitrary topological changes in Mapper complexes
by: Vejdemo-Johansson, Mikael
Published: (2025)
by: Vejdemo-Johansson, Mikael
Published: (2025)
Faster, Deterministic and Space Efficient Subtrajectory Clustering
by: van der Hoog, Ivor, et al.
Published: (2024)
by: van der Hoog, Ivor, et al.
Published: (2024)
DxHF: Providing High-Quality Human Feedback for LLM Alignment via Interactive Decomposition
by: Shi, Danqing, et al.
Published: (2025)
by: Shi, Danqing, et al.
Published: (2025)
Differentiable Mapper For Topological Optimization Of Data Representation
by: Oulhaj, Ziyad, et al.
Published: (2024)
by: Oulhaj, Ziyad, et al.
Published: (2024)
CafGa: Customizing Feature Attributions to Explain Language Models
by: Boyle, Alan, et al.
Published: (2025)
by: Boyle, Alan, et al.
Published: (2025)
Reward Learning from Multiple Feedback Types
by: Metz, Yannick, et al.
Published: (2025)
by: Metz, Yannick, et al.
Published: (2025)
ProvenanceWidgets: A Library of UI Control Elements to Track and Dynamically Overlay Analytic Provenance
by: Narechania, Arpit, et al.
Published: (2024)
by: Narechania, Arpit, et al.
Published: (2024)
Measure Theoretic Reeb Graphs and Reeb Spaces
by: Wang, Qingsong, et al.
Published: (2024)
by: Wang, Qingsong, et al.
Published: (2024)
Charting the Complex Structure Landscape of F-theory
by: van de Heisteeg, Damian
Published: (2024)
by: van de Heisteeg, Damian
Published: (2024)
On the Stability of the Euler Characteristic Transform for a Perturbed Embedding
by: George, Jasmine, et al.
Published: (2025)
by: George, Jasmine, et al.
Published: (2025)
Multiscale 2-Mapper -- Exploratory Data Analysis Guided by the First Betti Number
by: Fritze, Halley
Published: (2025)
by: Fritze, Halley
Published: (2025)
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
by: Klein, Lukas, et al.
Published: (2024)
by: Klein, Lukas, et al.
Published: (2024)
Isometric Embeddings and Hyperkähler Geometry of the Cotangent Bundle of Complex Projective Space via the Scheme of Rank-1 Projections
by: Lackman, Joshua
Published: (2026)
by: Lackman, Joshua
Published: (2026)
Challenges and Opportunities for Visual Analytics in Jurisprudence
by: Fürst, Daniel, et al.
Published: (2024)
by: Fürst, Daniel, et al.
Published: (2024)
BONSAI: A Mixed-Initiative Workspace for Human-AI Co-Development of Visual Analytics Applications
by: Spinner, Thilo, et al.
Published: (2026)
by: Spinner, Thilo, et al.
Published: (2026)
Efficient Cover Construction for Ball Mapper via Accelerated Range Queries
by: Bulauan, Jay-Anne, et al.
Published: (2026)
by: Bulauan, Jay-Anne, et al.
Published: (2026)
Reconfiguration of Squares Using a Constant Number of Moves Each
by: van der Horst, Thijs, et al.
Published: (2026)
by: van der Horst, Thijs, et al.
Published: (2026)
Similar Items
-
TopoAlign: Topology-Aware Visual Representation Alignment
by: Yan, Xinyuan, et al.
Published: (2026) -
Concept-Level Explainability for Auditing & Steering LLM Responses
by: Amara, Kenza, et al.
Published: (2025) -
Challenges and Opportunities in Text Generation Explainability
by: Amara, Kenza, et al.
Published: (2024) -
SyntaxShap: Syntax-aware Explainability Method for Text Generation
by: Amara, Kenza, et al.
Published: (2024) -
LayerFlow: Layer-wise Exploration of LLM Embeddings using Uncertainty-aware Interlinked Projections
by: Sevastjanova, Rita, et al.
Published: (2025)