NeurIPS 2022 Workshop InfoCog Submissions

Successive Refinement and Coarsening of the Information Bottleneck
Hippolyte Charvin, Daniel Polani, Nicola Catenacci Volpi
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Shannon Information of Synaptic Weights Post Induction of Long-Term Potentiation (Learning) is Nearly Maximized
Mohammad Samavat, Thomas M Bartol, Cailey Bromer, Jared B. Bowden, Dusten D. Hubbard, Dakota C. Hanka, Masaaki Kuwajima, John M. Mendenhall, Patrick H. Parker, Wickliffe C. Abraham, Kristen Harris, Terrence Sejnowski
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Relaxing the Kolmogorov Structure Function for Realistic Computational Constraints
Yoonho Lee, Chelsea Finn, Stefano Ermon
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Using Shannon Information to Probe the Precision of Synaptic Strengths
Mohammad Samavat, Thomas M Bartol, Kristen Harris, Terrence Sejnowski
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Learning the Feedback Connections from V1 to LGN via Information Maximization
Reza Eghbali, Friedrich Sommer, Murray Sherman
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Generalizing with overly complex representations
Marina Dubova
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Spotlight
- Readers: Everyone
Explicitly Nonlinear Connectivity-Matrix Independent Component Analysis in Resting fMRI Data
Sara Motlaghian
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Challenges and Approaches to an Information-Theoretic Framework for the Analysis of Embodied Cognitive Systems
Madhavun Candadai, Eduardo Izquierdo
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Directed Information for Point Process Systems
Shailaja Akella, Andre M Bastos, Jose C Principe
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Generalization and Translatability in Emergent Communication via Informational Constraints
Mycal Tucker, Roger P. Levy, Julie Shah, Noga Zaslavsky
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Spotlight
- Readers: Everyone
On the informativeness of supervision signals
Ilia Sucholutsky, Raja Marjieh, Thomas L. Griffiths
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Spotlight
- Readers: Everyone
When to choose: The role of information seeking in the speed-accuracy tradeoff
Javier Alejandro Masís Obando, David E Melnikoff, Lisa Feldman Barrett, Jonathan Cohen
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Behavioral Engagement and Manifold Representation in the Hippocampus: Evidence from the Mutual Information of Population Encoding and Location
Shagesh Sridharan, Anirvan M. Sengupta
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
On Narrative Information and the Distillation of Stories
Dylan R. Ashley, Vincent Herrmann, Zachary Friggstad, Jürgen Schmidhuber
- Published: 21 Nov 2022, Last Modified: 26 Mar 2024
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Compressed information is all you need: unifying intrinsic motivations and representation learning
Arthur Aubret, Mathieu Lefort, Céline Teulière, Laetitia Matignon, Salima Hassas, Jochen Triesch
- Published: 21 Nov 2022, Last Modified: 31 Jan 2024
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Machine Learning Explainability from an Information-theoretic Perspective
Debargha Ganguly, Debayan Gupta
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Neural networks learn an environment's geometry in latent space by performing predictive coding on visual scenes
James Gornet, Matt Thomson
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Oral
- Readers: Everyone
Chunking Space and Time with Information Geometry
Tim Verbelen, Daria de Tinguy, Pietro Mazzaglia, Ozan Catal, Adam Safron
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Spotlight
- Readers: Everyone
How Predictive Minds Explain and Control Dynamical Systems
Roman Tikhonov, Sarah Marzen, Simon Dedeo
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
A unified information-theoretic model of EEG signatures of human language processing
Jiaxuan Li, Richard Futrell
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Efficient coding explains neural response homeostasis and stimulus-specific adaptation
Edward James Young, Yashar Ahmadian
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
An information-theoretic perspective on intrinsic motivation in reinforcement learning
Arthur Aubret, Laetitia Matignon, Salima Hassas
- Published: 21 Nov 2022, Last Modified: 31 Jan 2024
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
A Theory of Unsupervised Translation for Understanding Animal Communication
Shafi Goldwasser, David Gruber, Adam Tauman Kalai, Orr Paradise
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Poster
- Readers: Everyone
Information-theoretic Neural Decoding Reproduces Several Laws of Human Behavior
S. Thomas Christie, Paul R. Schrater
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Oral
- Readers: Everyone
Compression supports low-dimensional representations of behavior across neural circuits
Dale Zhou, Jason Z Kim, Adam R Pines, Valerie J Sydnor, David R Roalf, John Detre, Ruben C Gur, Raquel E Gur, Theodore Satterthwaite, Danielle Bassett
- Published: 21 Nov 2022, Last Modified: 05 May 2023
- InfoCog @ NeurIPS 2022 Oral
- Readers: Everyone