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Projects

2024•5 projects
#Title
  • ▶
    Class Selectivity in Deeper Layers of Self Supervised ResNet
    UROP project under PI Prof. Nancy Kanwisher and PhD student Bowen Zheng.
  • 2
    Robust Regression Methods
    Summer 2024 Internship Project as Quantitative Researcher at Graviton Research Capital.
  • 3
    GraphRAG
    Summer 2025 Internship as AI Engineer at Sonatus.
  • 4
    LSTMs Represent Belief State Geometry
    Research project replicating findings from Transformers Represent Belief State Geometry.
  • 5
    Primordial Black Holes
    UROP Project under PI Prof. David Kaiser.
Class Selectivity in Deeper Layers of Self Supervised ResNet
Project

Class Selectivity in Deeper Layers of Self Supervised ResNet

Deep LearningComputer VisionResearch

UROP project under PI Prof. Nancy Kanwisher and PhD student Bowen Zheng.

Investigated the phenomenon of class selectivity in deeper layers of self-supervised deep learning models (Konkle et al., 2024). Used ResNet-18 models trained with Momentum-Contrast (MoCo) on various training datasets to study the activation patterns of the model. Constructed t-maps to find selective units and their variation against model depth and training dataset perturbations.

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