publications

pre-pub

  1. mukherjee2023using_preview.png
    Using drawings and deep neural networks to characterize the building blocks of human visual similarity
    (under revision)
    Kushin Mukherjee, and Timothy T Rogers
    PDF
  2. semantic_spaces.png
    Mapping a low-dimensional space of color-concept associations
    (in prep)
    Kushin Mukherjee, Timothy T Rogers, Laurent Lessard, Michael Gleicher, and Karen B Schloss
    Poster

2024

  1. The role of shared labels and experiences in representational alignment
    Kushin Mukherjee, Siddharth Suresh, and Gary Lupyan
    ICLR 2024 Workshop on Representational Alignment, 2024
  2. Categories vs semantic features: What shape the similarities people discern in photographs of objects?
    Siddharth Suresh, Wei-Chun Huang, Kushin Mukherjee, and Timothy T Rogers
    ICLR 2024 Workshop on Representational Alignment, 2024

2023

  1. color_semantics.png
    Color semantics for visual communication
    Karen B Schloss, Melissa A Schoenlein, and Kushin Mukherjee
    In R. B. D. A. Szafir, M. Chen, D. J. Edward, B. Fisher, & L. M. Padilla (Ed.), Visualization Psychology. Springer, 2023
  2. suresh_arxiv_2023.png
    Conceptual structure coheres in human cognition but not in large language models
    Siddharth Suresh, Kushin Mukherjee, Xizheng Yu, Wei-Chun Huang, Lisa Padua, and Timothy T Rogers
    Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
  3. mukherjee_neurips_2023.png
    SEVA: Leveraging sketches to evaluate alignment between human and machine visual abstraction
    Kushin Mukherjee, Holly Huey, Xuanchen Lu, Yael Vinker, Ariel Shamir, and Judith E Fan
    Advances in Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track, 2023
    PDF
  4. mukherjee_ccn_2023.png
    Leveraging Artificial Neural Networks to Enhance Diagnostic Efficiency in Autism Spectrum Disorder: A Study on Facial Emotion Recognition
    Kushin Mukherjee, Na Yeon Kim, Shirin Taghian Alamooti, Ralph Adolphs, and Kohitij Kar
    Conference on Cognitive Computational Neuroscience, 2023
    PDF
  5. mukherjee_iclrtiny_2023.png
    Human-machine cooperation for semantic feature listing
    Kushin Mukherjee, Siddharth Suresh, and Timothy T Rogers
    ICLR TinyPapers Track, 2023
    PDF
  6. suresh_iclrtiny_2023.png
    Semantic feature verification in FLAN-T5
    Siddharth Suresh, Kushin Mukherjee, and Timothy T Rogers
    ICLR TinyPapers Track, 2023
    PDF
  7. vab_cogsci.png
    Evaluating machine comprehension of sketch meaning at different levels of abstraction
    Kushin Mukherjee, Xuanchen Lu, Holly Huey, Yael Vinker, Ariel Shamir, and Judith E Fan
    Proceedings of the 45th Annual Conference of the Cognitive Science Society, 2023
    PDF

2021

  1. sem_disc.png
    Context matters: A theory of semantic discriminability for perceptual encoding systems
    Best Paper Honorable Mention
    Kushin Mukherjee, Brian Yin, Brianne E Sherman, Laurent Lessard, and Karen B Schloss
    IEEE Transactions on Visualization and Computer Graphics, 2021
    PDF

2020

  1. taskstructure_sketch.png
    How does task structure shape representations in deep neural networks?
    Kushin Mukherjee, and Timothy T Rogers
    NeurIPS Workshop on Shared Visual Representations in Humans and Machines, 2020
    PDF

2019

  1. semantic_parts.png
    Communicating semantic part information in drawings.
    Kushin Mukherjee, Robert D Hawkins, and Judith E Fan
    Proceedings of the 41st Annual Conference of the Cognitive Science Society, 2019
    PDF