Publications

2025

Representational Difference Explanations
Neehar Kondapaneni, Oisin Mac Aodha, Pietro Perona
Neurips 2025
[Project Page] [Paper] [Code] [OpenReview] [arXiv]

Representational Similarity via Interpretable Visual Concepts
Neehar Kondapaneni, Oisin Mac Aodha, Pietro Perona
ICLR 2025
[Project Page] [Paper] [Code] [OpenReview] [arXiv]

A Closer Look at Benchmarking Self-supervised Pre-training with Image Classification
Markus Marks, Manuel Knott, Neehar Kondapaneni, Elijah Cole, Thijs Defraeye, Fernando Perez-Cruz & Pietro Perona
IJCV 2025
[Paper] [arXiv] [Code]

Representational Difference Clustering
Neehar Kondapaneni, Emily Gu, Oisin Mac Aodha, Pietro Perona
Workshop on Bidirectional Human-AI Alignment (BiAlign) - ICLR 2025

2024

A Number Sense as an Emergent Property of the Manipulating Brain
Neehar Kondapaneni, Pietro Perona
Scientific Reports 2024
[Journal] [Paper] [Code] [arXiv]

Text-image Alignment for Diffusion-based Perception
Neehar Kondapaneni^*, Markus Marks^*, Manuel Knott^*Rogério Guimarães, Pietro Perona
CVPR 2024
[Project Page] [Paper] [Code] [Colab] [arXiv]

Less is More: Discovering Concise Network Explanations
Neehar Kondapaneni, Oisin Mac Aodha, Pietro Perona
First Workshop on Representational Alignment (Re-Align 2024)
[Project Page] [Paper] [Code] [OpenReview] [arXiv]

2022

Visual Knowledge Tracing
Neehar Kondapaneni, Pietro Perona, Oisin Mac Aodha
ECCV 2022
[Paper] [Code] [Dataset] [Poster] [Video] [arXiv]

2017

Transformation of Cortex-wide Emergent Properties during Motor Learning
Hiroshi Makino, Chi Ren, Haixin Liu, An Na Kim, Neehar Kondapaneni, Xin Liu, Duygu Kuzum, Takaki Komiyama
Cell Neuron (2017)
[Paper] [Journal]