NeurIPS 2023 Workshop UniReps Submissions

MeSa: Masked, Geometric, and Supervised Pre-training for Monocular Depth Estimation
Muhammad Osama Khan, Junbang Liang, Chun-Kai Wang, Shan Yang, Yu Lou
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Revisiting Supervision for Continual Representation Learning
Daniel Marczak, Sebastian Cygert, Tomasz Trzcinski, Bartłomiej Twardowski
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
On Transferring Expert Knowledge from Tabular Data to Images
Jun-Peng Jiang, Han-Jia Ye, Leye Wang, Yang Yang, Yuan Jiang, De-Chuan Zhan
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Growing Brains: Co-emergence of Anatomical and Functional Modularity in Recurrent Neural Networks
Ziming Liu, Mikail Khona, Ila R Fiete, Max Tegmark
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Event-Based Contrastive Learning for Medical Time Series
Hyewon Jeong, Nassim Oufattole, Aparna Balagopalan, Matthew B.A. McDermott, Payal Chandak, Marzyeh Ghassemi, Collin Stultz
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Linear Mode Connectivity in Sparse Neural Networks
Luke McDermott, Daniel Cummings
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Inverted-Attention Transformers can Learn Object Representations: Insights from Slot Attention
Yi-Fu Wu, Klaus Greff, Gamaleldin Fathy Elsayed, Michael Curtis Mozer, Thomas Kipf, Sjoerd van Steenkiste
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Variational Classification
Shehzaad Zuzar Dhuliawala, Mrinmaya Sachan, Carl Allen
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
ZipIt!: Multitask Model Merging without Training
George Stoica, Daniel Bolya, Jakob Brandt Bjorner, Pratik Ramesh, Taylor Hearn, Judy Hoffman
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Oral
- Readers: Everyone
Distributional Reinforcement Learning in the Mammalian Brain
Adam S Lowet, Qiao Zheng, Melissa Meng, Sara Matias, Jan Drugowitsch, Naoshige Uchida
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Oral
- Readers: Everyone
Increasing Brain-LLM Alignment via Information-Theoretic Compression
Mycal Tucker, Greta Tuckute
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Visual Expertise Explains Image Inversion Effects
Martha Gahl, Shubham Kulkarni, Nikhil Pathak, Alex Russell, Garrison W. Cottrell
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Characterizing pre-trained and task-adapted molecular representations
Celia Cintas, Payel Das, Jarret Ross, Brian Belgodere, Girmaw Abebe Tadesse, Vijil Chenthamarakshan, Jannis Born, Skyler Speakman
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Semi-Ensemble: A Simple Approach Over-parameterize Model Interpolation
Jiwoon Lee, Jaeho Lee
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
NEUCORE: Neural Concept Reasoning for Composed Image Retrieval
Shu Zhao, Huijuan Xu
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
NoPose-NeuS: Jointly Optimizing Camera Poses with Neural Implicit Surfaces for Multi-view Reconstruction
Mohamed Shawky Sabae, Hoda A. Baraka, Mayada Hadhoud
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Channel Vision Transformers: An Image Is Worth C x 16 x 16 Words
Yujia Bao, Srinivasan Sivanandan, Theofanis Karaletsos
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Hybrid Early Fusion for Multi-Modal Biomedical Representations
Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Grokking as Simplification: A Nonlinear Complexity Perspective
Ziming Liu, Ziqian Zhong, Max Tegmark
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Multimodal decoding of human brain activity into images and text
Matteo Ferrante, Tommaso Boccato, Furkan Ozcelik, Rufin VanRullen, Nicola Toschi
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Degradation and plasticity in convolutional neural networks: An investigation of internal representations
Jasmine A Moore, Vibujithan Vigneshwaran, Matthias Wilms, Nils Forkert
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
Deep Multimodal Emotion Recognition using Modality Aware Attention Network for Unifying Representations in Neural Models
Sungpil Woo, MUHAMMAD ZUBAIR, Sunhwan Lim, Daeyoung Kim
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone
An Information-Theoretic Understanding of Maximum Manifold Capacity Representations
Berivan Isik, Victor Lecomte, Rylan Schaeffer, Yann LeCun, Mikail Khona, Ravid Shwartz-Ziv, Sanmi Koyejo, Andrey Gromov
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Oral
- Readers: Everyone
Testing Assumptions Underlying a Unified Theory for the Origin of Grid Cells
Rylan Schaeffer, Mikail Khona, Adrian Bertagnoli, Sanmi Koyejo, Ila R Fiete
- Published: 02 Nov 2023, Last Modified: 18 Dec 2023
- UniReps Poster
- Readers: Everyone