Reading Group Papers

Papers presented and scheduled for the Interpretable Deep Learning Reading Group.

Next Paper

  1. Title: Mixture of Concept Bottleneck Experts
    Presenter: Francesco De Santis
    Presentation Date: June 17, 2026
    Paper

Upcoming Reading Group Papers

  1. Title: Hyperbolic Concept Bottleneck Models (HypCBM)
    Presenter: Daniel Uyterlinde
    Presentation Date: June 24, 2026
    Paper
  2. Title: Selecting Decision-Relevant Concepts in Reinforcement Learning
    Presenter: Naveen Raman
    Presentation Date: July 1, 2026
    Paper
  3. Title: Mechanistic understanding and validation of large AI models with SemanticLens
    Presenter: Maximilian Dreyer
    Presentation Date: July 8, 2026
    Paper
  4. Title: Towards Fine-Grained and Verifiable Concept Bottleneck Models
    Presenter: Yingying Fang
    Presentation Date: July 15, 2026
    Paper
  5. Title: Credal Concept Bottleneck Models for Epistemic–Aleatoric-Uncertainty Decomposition
    Presenter: Tanmoy Mukherjee
    Presentation Date: July 22, 2026
    Paper
  6. Title: A Probabilistic Hard Concept Bottleneck for Steerable Generative Models
    Presenter: María Martínez García
    Presentation Date: August 5, 2026
    Paper
  7. Title: From Mechanistic to Compositional Interpretability
    Presenter: Ward Gauderis
    Presentation Date: August 12, 2026
    Paper

Previous Reading Group Papers

  1. Title: Hierarchical Concept-based Interpretable Models
    Presenter: Oscar Hill
    Presentation Date: June 3, 2026
    Paper
  2. Title: Selective Concept Bottleneck Models Without Predefined Concepts
    Presenter: Simon Schrodi
    Presentation Date: May 27, 2026
    Paper
  3. Title: Toward Informative, Training-free, and Task-agnostic Inherent Interpretability based on Pre-trained Language Models
    Presenter: Shin'ya Yamaguchi
    Presentation Date: May 20, 2026
    Paper
  4. Title: Towards Reasonable Concept Bottleneck Models
    Presenter: Nektarios Kalampalikis
    Presentation Date: May 13, 2026
    Paper
  5. Title: Concept Bottleneck Large Language Models
    Presenter: Sun Chung-En
    Presentation Date: April 29, 2026
    Paper
  6. Title: Concept Bottleneck Large Language Models
    Presenter: Chung-En Sun
    Presentation Date: April 15, 2026
    Paper
  7. Title: Interpretable and Steerable Concept Bottleneck Sparse Autoencoders
    Presenter: Akshay Kulkarni
    Presentation Date: April 8, 2026
    Paper
  8. Title: Object-Centric Concept Bottlenecks
    Presenter: David Steinmann
    Presentation Date: April 1, 2026
    Paper
  9. Title: Bayesian Concept Bottleneck Models with LLM Priors
    Presenter: Jean Feng
    Presentation Date: March 25, 2026
    Paper
  10. Title: There Was Never a Bottleneck in Concept Bottleneck Models
    Presenter: Antonio Almudévar
    Presentation Date: March 18, 2026
    Paper