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Volume 285: Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, 14 December 2024, Vancouver Convention Center,Vancouver, Canada
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Editors: Marco Fumero, Clementine Domine, Zorah Lähner, Donato Crisostomi, Luca Moschella, Kimberly Stachenfeld
Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models
; 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
; 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
; 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
; 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
; 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
; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:85-99
Unsupervised Learning of Categorical Structure
; 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
; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:115-127
Hypernetworks for image recontextualization
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; 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
; Proceedings of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models, PMLR 285:324-334
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