NeurIPS 2024 Workshop UniReps Submissions

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
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- UniReps
- Readers: Everyone
Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance
Charles Camboulin, Diego Doimo, Aldo Glielmo
- Published: 10 Oct 2024, Last Modified: 04 Nov 2024
- UniReps
- Readers: Everyone
Locality-aware Concept Bottleneck Model
Sujin Jeon, Inwoo Hwang, Sanghack Lee, Byoung-Tak Zhang
- Published: 10 Oct 2024, Last Modified: 07 Nov 2024
- UniReps
- Readers: Everyone
Unsupervised Modality Adaptation in Human Action Recognition via Cross-modal Representation Learning
Abhi Kamboj, Duy A. Nguyen, Minh N. Do
- Published: 10 Oct 2024, Last Modified: 07 Nov 2024
- UniReps
- Readers: Everyone
DFM: Interpolant-free Dual Flow Matching
Denis A Gudovskiy, Tomoyuki Okuno, Yohei Nakata
- Published: 10 Oct 2024, Last Modified: 14 Oct 2024
- UniReps
- Readers: Everyone
Evidence from fMRI Supports a Two-Phase Abstraction Process in Language Models
Richard Antonello, Emily Cheng
- Published: 10 Oct 2024, Last Modified: 05 Nov 2024
- UniReps
- Readers: Everyone
Equivalence between representational similarity analysis, centered kernel alignment, and canonical correlations analysis
Alex H Williams
- Published: 10 Oct 2024, Last Modified: 18 Oct 2024
- UniReps
- Readers: Everyone
Challenges in Explaining Representational Similarity through Identifiability
Beatrix Miranda Ginn Nielsen, Luigi Gresele, Andrea Dittadi
- Published: 10 Oct 2024, Last Modified: 01 Nov 2024
- UniReps
- Readers: Everyone
Language decoding from human brain activity via contrastive learning
Matteo Ferrante, Nicola Toschi, Alexander Huth
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- UniReps
- Readers: Everyone
Video decoding from human fMRI data with a multi-stream sensory approach
Matteo Ferrante, Matteo Ciferri, Nicola Toschi
- Published: 10 Oct 2024, Last Modified: 28 Oct 2024
- UniReps
- Readers: Everyone
DIETing: Self-Supervised Learning with Instance Discrimination Learns Identifiable Features
Attila Juhos, Alice Bizeul, Patrik Reizinger, David Klindt, Randall Balestriero, Mark Ibrahim, Julia E Vogt, Wieland Brendel
- Published: 10 Oct 2024, Last Modified: 29 Oct 2024
- UniReps
- Readers: Everyone
M3CoL: Harnessing Shared Relations via Multimodal Mixup Contrastive Learning for Multimodal Classification
Raja Kumar, Raghav Singhal, Pranamya Prashant Kulkarni, Deval Mehta, Kshitij Sharad Jadhav
- Published: 10 Oct 2024, Last Modified: 07 Nov 2024
- UniReps
- Readers: Everyone
Relative Representations: Topological and Geometric Perspectives
Alejandro García-Castellanos, Giovanni Luca Marchetti, Danica Kragic, Martina Scolamiero
- Published: 10 Oct 2024, Last Modified: 21 Oct 2024
- UniReps
- Readers: Everyone
Adapter to facilitate Foundation Model Communication for DLO Instance Segmentation
Omkar Joglekar, Shir Kozlovsky, Dotan Di Castro
- Published: 10 Oct 2024, Last Modified: 13 Oct 2024
- UniReps
- Readers: Everyone
Hybrid Dynamic High-Order Functional Correlations and Divisive Normalization for Improved Classification of Schizophrenia and Bipolar Disorder
Qiang Li, Vince Calhoun
- Published: 10 Oct 2024, Last Modified: 05 Nov 2024
- UniReps
- Readers: Everyone
A Cognitive Framework for Learning Debiased and Interpretable Representations via Debiasing Global Workspace
Jinyung Hong, Eun Som Jeon, Changhoon Kim, Keun Hee Park, Utkarsh Nath, Yezhou Yang, Pavan K. Turaga, Theodore P. Pavlic
- Published: 10 Oct 2024, Last Modified: 04 Nov 2024
- UniReps
- Readers: Everyone
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
- Published: 10 Oct 2024, Last Modified: 17 Oct 2024
- UniReps
- Readers: Everyone
Conic Activation Functions
Changqing Fu, Laurent D. Cohen
- Published: 10 Oct 2024, Last Modified: 07 Nov 2024
- UniReps
- Readers: Everyone