Meenakshi Khosla

Representational Alignment Across Model Layers and Brain Regions with Multi-Level Optimal Transport

Partial Soft-Matching Distance For Neural Representational Comparison With Partial Unit Correspondence

Modeling the language cortex with form-independent and enriched representations of sentence meaning reveals remarkable semantic abstractness

A Data-driven Typology of Vision Models from Integrated Representational Metrics

Mirages of Misalignment: How Superposition Distorts Neural Representation Geometry

Sparse components distinguish visual pathways & their alignment to neural networks

Bridging Critical Gaps in Convergent Learning: How Representational Alignment Evolves Across Layers, Training, and Distribution Shifts

Modeling the Human Visual System: Comparative Insights from Response-Optimized and Task-Optimized Vision Models, Language Models, and different Readout Mechanisms

Evaluating Representational Similarity Measures from the Lens of Functional Correspondence