Table of Contents

• Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural ModelsClémentine Dominé, Marco Fumero, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld. 1-9 [doi]
• Equivalence between representational similarity analysis, centered kernel alignment, and canonical correlations analysisAlex H. Williams. 10-23 [doi]
• Decision-margin consistency: a principled metric for human and machine performance alignmentGeorge A. Alvarez, Talia Konkle. 24-39 [doi]
• Investigating the role of modality and training objective on representational alignment between transformers and the brainHyewon Willow Han, Ruchira Dhar, Qingqing Yang, Maryam Hoseini Behbahani, María Alejandra Martínez Ortiz, Tolulope Samuel Oladele, Diana C. Dima, Hsin-Hung Li, Anders Søgaard, Yalda Mohsenzadeh. 40-54 [doi]
• Federated GNNs for EEG-Based Stroke AssessmentAndrea Protani, Lorenzo Giusti, Albert Sund Aillet, Simona Sacco, Paolo Manganotti, Lucio Marinelli, Diogo Reis Santos, Pierpaolo Brutti, Pietro Caliandro, Luigi Serio. 55-68 [doi]
• Vision and language representations in multimodal AI models and human social brain regions during natural movie viewingHannah Small, Haemy Lee Masson, Stewart Mostofsky, Leyla Isik. 69-84 [doi]
• Debiasing Global Workspace: A Cognitive Neural Framework for Learning Debiased and Interpretable RepresentationsJinyung Hong, Eun Som Jeon, Changhoon Kim, Keun Hee Park, Utkarsh Nath, Yezhou Yang, Pavan K. Turaga, Theodore P. Pavlic. 85-99 [doi]
• Unsupervised Learning of Categorical StructureMatteo Alleman, Stefano Fusi. 100-114 [doi]
• Modern Hopfield Networks meet Encoded Neural Representations - Addressing Practical ConsiderationsSatyananda Kashyap, Niharika S. D'Souza, Luyao Shi, Ken C. L. Wong, Hongzhi Wang 0002, Tanveer F. Syeda-Mahmood. 115-127 [doi]
• Hypernetworks for image recontextualizationMaciej Zieba, Jakub Balicki, Tomasz Drózdz, Konrad Karanowski, Pawel Lorek, Hong Lyu, Aleksander Skorupa, Tomasz Trzcinski, Oriol Caudevilla, Jakub M. Tomczak. 128-139 [doi]
• What Representational Similarity Measures Imply about Decodable InformationSarah E. Harvey, David Lipshutz, Alex H. Williams. 140-151 [doi]
• Look-Ahead Selective Plasticity for Continual Learning of Visual TasksRouzbeh Meshkinnejad, Jie Mei, Zeduo Zhang, Daniel J. Lizotte, Yalda Mohsenzadeh. 152-169 [doi]
• Hybrid Dynamic High-Order Functional Correlations and Divisive Normalization for Improved Classification of Schizophrenia and Bipolar DisorderQiang Li 0046, Vince D. Calhoun. 170-180 [doi]
• Correlating Variational Autoencoders Natively For Multi-View ImputationElla S. C. Orme, Marina Evangelou, Ulrich Paquet. 181-193 [doi]
• On the cognitive alignment between humans and machinesMarco Rothermel, Sayed Soroush Daftarian, Tahmineh A. Koosha, Mohammad-Ali Nikouei Mahani, Hamidreza Jamalabadi. 194-203 [doi]
• Joint Learning for Visual Reconstruction from the Brain Activity: Hierarchical Representation of Image Perception with EEG-Vision TransformerAli Akbari, Kosar Sanjar Arani, Tony Yousefnezhad, Maryam S. Mirian, Emad Arasteh. 204-218 [doi]
• Relative Representations: Topological and Geometric PerspectivesAlejandro García-Castellanos, Giovanni Luca Marchetti, Danica Kragic, Martina Scolamiero. 219-231 [doi]
• Fast Imagic: Solving Overfitting in Text-guided Image Editing via Disentangled UNet with Forgetting Mechanism and Unified Vision-Language OptimizationShiwen Zhang. 232-243 [doi]
• Disentangling the Effects of Data Augmentation and Format Transform in Self-Supervised Learning of Image RepresentationsNeha Mukund Kalibhat, Warren Richard Morningstar, Alex Bijamov, Luyang Liu, Karan Singhal, Philip Andrew Mansfield. 244-256 [doi]
• Representation Learning of Structured Data for Medical Foundation ModelsVijay Prakash Dwivedi, Viktor Schlegel, Andy T. Liu, Thanh Tung Nguyen, Abhinav Ramesh Kashyap, Jeng Wei, Wei-Hsian Yin, Stefan Winkler 0001, Robby T. Tan. 257-268 [doi]
• Adapter to facilitate Foundation Model Communication for DLO Instance SegmentationOmkar Joglekar, Shir Kozlovsky, Dotan Di Castro. 269-281 [doi]
• Comparing Representations in Static and Dynamic Vision Models to the Human BrainHamed Karimi, Stefano Anzellotti. 282-295 [doi]
• Conic Activation FunctionsChangqing Fu, Laurent D. Cohen. 296-309 [doi]
• Small-scale adversarial perturbations expose differences between predictive encoding models of human fMRI responsesNikolas McNeal, Mainak Deb, N. Apurva Ratan Murty. 310-323 [doi]
• Delays in generalization match delayed changes in representational geometryXingyu Zheng, Kyle Daruwalla, Ari S. Benjamin, David Klindt. 324-334 [doi]