Paul M. Riechers

According to our database, Paul M. Riechers authored at least 23 papers between 2011 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

Transformers learn factored representations.

Adam S. Shai, Loren Amdahl-Culleton, Casper L. Christensen, Henry R. Bigelow, Fernando E. Rosas, Alexander B. Boyd, Eric A. Alt, Kyle J. Ray, Paul M. Riechers

CoRR, February, 2026

2025

Rank-1 LoRAs Encode Interpretable Reasoning Signals.

Jake Ward, Paul M. Riechers, Adam S. Shai

CoRR, November, 2025

Identifiability and minimality bounds of quantum and post-quantum models of classical stochastic processes.

Paul M. Riechers, Thomas J. Elliott

CoRR, September, 2025

Neural networks leverage nominally quantum and post-quantum representations.

Paul M. Riechers, Thomas J. Elliott, Adam S. Shai

CoRR, July, 2025

Next-token pretraining implies in-context learning.

Paul M. Riechers, Henry R. Bigelow, Eric A. Alt, Adam S. Shai

CoRR, May, 2025

Constrained Belief Updates Explain Geometric Structures in Transformer Representations.

Mateusz Piotrowski, Paul M. Riechers, Daniel Filan, Adam S. Shai

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

Geometry and Dynamics of LayerNorm.

Paul M. Riechers

CoRR, 2024

Transformers Represent Belief State Geometry in their Residual Stream.

Adam S. Shai, Lucas Teixeira, Alexander Gietelink Oldenziel, Sarah Marzen, Paul M. Riechers

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Engines for predictive work extraction from memoryful quantum stochastic processes.

Ruo Cheng Huang, Paul M. Riechers, Mile Gu, Varun Narasimhachar

Quantum, December, 2023

Is stochastic thermodynamics the key to understanding the energy costs of computation?

David H. Wolpert, Jan Korbel, Christopher Lynn, Farita Tasnim, Joshua A. Grochow, Gülce Kardes, James B. Aimone, Vijay Balasubramanian, Eric De Giuli, David Doty, Nahuel Freitas, Matteo Marsili, Thomas E. Ouldridge, Andréa W. Richa, Paul M. Riechers, Édgar Roldán, Brenda M. Rubenstein, Zoltán Toroczkai, Joseph A. Paradiso

CoRR, 2023

Ultimate limit on learning non-Markovian behavior: Fisher information rate and excess information.

Paul M. Riechers

CoRR, 2023

Complexity-calibrated Benchmarks for Machine Learning Reveal When Next-Generation Reservoir Computer Predictions Succeed and Mislead.

Sarah E. Marzen, Paul M. Riechers, James P. Crutchfield

CoRR, 2023

2020

Refining Landauer's Stack: Balancing Error and Dissipation When Erasing Information.

Gregory W. Wimsatt, Alexander B. Boyd, Paul M. Riechers, James P. Crutchfield

CoRR, 2020

2019

Balancing Error and Dissipation in Highly-Reliable Computing.

Paul M. Riechers, Alexander B. Boyd, Gregory Wimsatt, James P. Crutchfield

CoRR, 2019

Fraudulent White Noise: Flat power spectra belie arbitrarily complex processes.

Paul M. Riechers, James P. Crutchfield

CoRR, 2019

2017

Spectral Simplicity of Apparent Complexity, Part II: Exact Complexities and Complexity Spectra.

Paul M. Riechers, James P. Crutchfield

CoRR, 2017

Spectral Simplicity of Apparent Complexity, Part I: The Nondiagonalizable Metadynamics of Prediction.

Paul M. Riechers, James P. Crutchfield

CoRR, 2017

2016

Transient Dissipation and Structural Costs of Physical Information Transduction.

Alexander B. Boyd, Dibyendu Mandal, Paul M. Riechers, James P. Crutchfield

CoRR, 2016

2015

A Closed-Form Shave from Occam's Quantum Razor: Exact Results for Quantum Compression.

Paul M. Riechers, John R. Mahoney, Cina Aghamohammadi, James P. Crutchfield

CoRR, 2015

2014

Diffraction Patterns of Layered Close-packed Structures from Hidden Markov Models.

Paul M. Riechers, Dowman P. Varn, James P. Crutchfield

CoRR, 2014

Pairwise Correlations in Layered Close-Packed Structures.

Paul M. Riechers, Dowman P. Varn, James P. Crutchfield

CoRR, 2014

2013

Exact Complexity: The Spectral Decomposition of Intrinsic Computation.

James P. Crutchfield, Christopher J. Ellison, Paul M. Riechers

CoRR, 2013

2011

A scheme for computation in nanoscale dynamical systems: Gated discrete phase-shift interactions.

Paul M. Riechers, Richard A. Kiehl

Proceedings of the 2011 IEEE/ACM International Symposium on Nanoscale Architectures, 2011