ICLR 2026 Past Other

ICLR 2026 Workshop on Unifying Concept Representation Learning

UCRL@ICLR2026

Submission deadline
Feb 4, 2026, 12:00 UTC
imported from OpenReview — check the website for extensions
Submission portal
OpenReview
Notes
Auto-imported from the OpenReview venue record on 2026-06-10 — please verify and enrich (topics are keyword-guessed).

Accepted papers (26)

Fetched from OpenReview (v2) on 2026-06-10.

  1. An Information-Theoretic Approach to Benign Leakage in Static Concept Embedding Models

    Tianchao Li, Shujian Yu, Robert Jenssen · PDF
  2. Automated Concept Discovery for LLM-as-a-Judge Preference Analysis

    James Wedgwood, Chhavi Yadav, Virginia Smith · PDF
  3. Automatic Interpretation of Visual Concepts

    Felix Meissen, Kenza Bouzid, Tristan Lazard, Shruthi Bannur, Daniel C. Castro, Javier Alvarez-Valle, Stephanie Hyland · PDF
  4. Causality Guided Representation Learning for Cross-Style Hate Speech Detection

    Chengshuai Zhao, Shu Wan, Paras Sheth, Karan Patwa, K. Selcuk Candan, huan liu · PDF
  5. Concept Bottleneck Diffusion for Steerable Generation

    Eric Enouen, sainyam galhotra · PDF
  6. Continual learning and refinement of causal models through dynamic predicate invention

    Enrique Crespo-Fernandez, Oliver Ray, Telmo M Silva Filho, Peter Flach · PDF
  7. Decomposing Representation Drift via Interventions

    Thomas Y Chen, Daniel Xu · PDF
  8. Diagnosing and Fixing Latent Recovery in Sparse Autoencoders

    Zhenyu Zhu, Marco Fumero, Francesco Locatello, Volkan Cevher · PDF
  9. Digging Deeper: Learning Multi-Level Concept Hierarchies

    Oscar Hill, Mateo Espinosa Zarlenga, Mateja Jamnik · PDF
  10. Do Monolingual Language Models Learn Cross-Lingual Universal Conceptual Representations?

    Suchir Salhan, Ej Zhou, Paula Buttery · PDF
  11. Dynamics Reveals Structure: Challenging the Linear Propagation Assumption

    Hoyeon Chang, Bálint Mucsányi, Seong Joon Oh · PDF
  12. Extracting Representations in LLMs Robust to Distribution Shifts

    Sweta Karlekar, Claudia Shi, Aahlad Manas Puli, Carolina Zheng, Maggie Makar, John Bowlan, Michal Kucer, David Blei · PDF
  13. Gluing Local Contexts into Global Meaning: A Sheaf-Theoretic Decomposition of Transformer Representations

    Bryce Grant, Peng Wang · PDF
  14. Identifiable Estimation of Causal Concept Effects under Visual Latent Confounding

    Thomas Melistas, Damian Machlanski, Kurt Butler, Angelos Korakitis, Nikos Spyrou, Athanasios Vlontzos, Yannis Panagakis, Sotirios A. Tsaftaris, Giorgos Papanastasiou · PDF
  15. Multi-shot AutoInterp: Agents Can Explain Complex Features By Refining Explanations

    Kamal Maher, Simon Elias Schrader, Kola Ayonrinde · PDF
  16. Navigating the Concept Space of Language Models

    Wilson Marcilio-Jr, Danilo Medeiros Eler · PDF
  17. NEUROLOGIC: From Neural Representations to Interpretable Logic Rules

    Chuqin Geng, Anqi Xing, Li Zhang, Ziyu Zhao, Jingkai Xu, Yuhe Jiang, Xujie Si · PDF
  18. On the Existence and Behavior of Secondary Attention Sinks

    Jeffrey T. H. Wong, Cheng Zhang, Louis Mahon, Wayne Luk, Anton Isopoussu, Yiren Zhao · PDF
  19. One Language, Two Scripts: Probing Script-Invariance in LLM Concept Representations

    Sripad Karne · PDF
  20. Post-hoc Self-explanation of CNNs

    Ahcene Boubekki, Line H Clemmensen · PDF
  21. Post-hoc Stochastic Concept Bottleneck Models

    Wiktor Hoffmann, Sonia Laguna, Moritz Vandenhirtz, Emanuele Palumbo, Julia E Vogt · PDF
  22. Self-Interpretable Concept Representations: Training Lightweight Adapters on Vector-Label Pairs

    Keenan Pepper, Alex McKenzie, Florin Pop, Stijn Servaes, Martin Leitgab, Michael Vaiana, Judd Rosenblatt, Michael S. A. Graziano, Diogo S de Lucena · PDF
  23. Simulating Concept Bottlenecks with Vision-Language Models

    Karim Galliamov, Ilya Pershin, Ivan Titov · PDF
  24. SSCD: Sparse Semantic Concept Defense Against Semantic Adversarial Attacks to Image Classifiers

    Nghia Nguyen, Darshan Thaker, Konstantinos Emmanouilidis, Tianjiao Ding, Rene Vidal · PDF
  25. Syntax-Preserving Hyperbolic Visual-Semantic Embeddings

    Genji Ohara, Daiki Yoshikawa, Takashi Matsubara · PDF
  26. VLC Fusion: Vision-Language Conditioned Sensor Fusion for Robust Object Detection

    Aditya Taparia, Noel Ngu, Mario Leiva, Joshua Shay Kricheli, John Corcoran, Nathaniel D. Bastian, Gerardo Simari, Paulo Shakarian, Ransalu Senanayake · PDF