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Editors: Marco Fumero, Clementine Domine, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld
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Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models
Clementine Domine, Marco Fumero, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:1-9
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Equivalence between representational similarity analysis, centered kernel alignment, and canonical correlations analysis
; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:10-23
Decision-margin consistency: a principled metric for human and machine performance alignment
George A. Alvarez, Talia Konkle; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:24-39
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Investigating the role of modality and training objective on representational alignment between transformers and the brain
Hyewon 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; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:40-54
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Federated GNNs for EEG-Based Stroke Assessment
Andrea Protani, Lorenzo Giusti, Albert Sund Aillet, Simona Sacco, Paolo Manganotti, Lucio Marinelli, Diogo Reis Santos, Pierpaolo Brutti, Pietro Caliandro, Luigi Serio; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:55-68
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Vision and language representations in multimodal AI models and human social brain regions during natural movie viewing
Hannah Small, Haemy Lee Masson, Stewart Mostofsky, Leyla Isik; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:69-84
Debiasing Global Workspace: A Cognitive Neural Framework for Learning Debiased and Interpretable Representations
Jinyung Hong, Eun Som Jeon, Changhoon Kim, Keun Hee Park, Utkarsh Nath, Yezhou Yang, Pavan K. Turaga, Theodore P. Pavlic; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:85-99
Unsupervised Learning of Categorical Structure
Matteo Alleman, Stefano Fusi; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:100-114
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Modern Hopfield Networks meet Encoded Neural Representations - Addressing Practical Considerations
Satyananda Kashyap, Niharika S. D’Souza, Luyao Shi, Ken C. L. Wong, Hongzhi Wang, Tanveer Syeda-mahmood; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:115-127
Hypernetworks for image recontextualization
Maciej Zieba, Jakub Balicki, Tomasz Drozdz, Konrad Karanowski, Pawel Lorek, Hong Lyu, Aleksander Piotr Skorupa, Tomasz Trzcinski, Oriol Caudevilla, Jakub M. Tomczak; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:128-139
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What Representational Similarity Measures Imply about Decodable Information
Sarah E Harvey, David Lipshutz, Alex H Williams; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:140-151
Look-Ahead Selective Plasticity for Continual Learning of Visual Tasks
Rouzbeh Meshkinnejad, Jie Mei, Zeduo Zhang, Daniel J Lizotte, Yalda Mohsenzadeh; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:152-169
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Hybrid Dynamic High-Order Functional Correlations and Divisive Normalization for Improved Classification of Schizophrenia and Bipolar Disorder
Qiang Li, Vince Calhoun; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:170-180
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Correlating Variational Autoencoders Natively For Multi-View Imputation
Ella S C Orme, Marina Evangelou, Ulrich Paquet; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:181-193
On the cognitive alignment between humans and machines
Marco Rothermel, Sayed Soroush Daftarian, Tahmineh A. Koosha, Mohammad-Ali Nikouei Mahani, Hamidreza Jamalabadi; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:194-203
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Joint Learning for Visual Reconstruction from the Brain Activity: Hierarchical Representation of Image Perception with EEG-Vision Transformer
Ali Akbari, Kosar Sanjar Arani, Tony Yousefnezhad, Maryam Mirian, Emad Arasteh; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:204-218
Relative Representations: Topological and Geometric Perspectives
Alejandro García-Castellanos, Giovanni Luca Marchetti, Danica Kragic, Martina Scolamiero; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:219-231
Fast Imagic: Solving Overfitting in Text-guided Image Editing via Disentangled UNet with Forgetting Mechanism and Unified Vision-Language Optimization
Shiwen Zhang; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:232-243
Disentangling the Effects of Data Augmentation and Format Transform in Self-Supervised Learning of Image Representations
Neha Kalibhat, Warren Richard Morningstar, Alex Bijamov, Luyang Liu, Karan Singhal, Philip Andrew Mansfield; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:244-256
Representation Learning of Structured Data for Medical Foundation Models
Vijay Prakash Dwivedi, Viktor Schlegel, Andy T. Liu, Thanh-Tung Nguyen, Abhinav Ramesh Kashyap, Jeng Wei, Wei-Hsian Yin, Stefan Winkler, Robby T. Tan; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:257-268
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Adapter to facilitate Foundation Model Communication for DLO Instance Segmentation
Omkar Joglekar, Shir Kozlovsky, Dotan Di Castro; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:269-281
Comparing Representations in Static and Dynamic Vision Models to the Human Brain
Hamed Karimi, Stefano Anzellotti; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:282-295
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Conic Activation Functions
Changqing Fu, Laurent D. Cohen; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:296-309
Small-scale adversarial perturbations expose differences between predictive encoding models of human fMRI responses
Nikolas McNeal, Mainak Deb, Apurva Ratan Murty; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:310-323
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Delays in generalization match delayed changes in representational geometry
Xingyu Zheng, Kyle Daruwalla, Ari S Benjamin, David Klindt; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:324-334
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