Paul M. Riechers

25 papers A* 2Journal 22Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Transformers learn factored representations. CoRR 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
2025	A*	`conf`	Constrained Belief Updates Explain Geometric Structures in Transformer Representations. ICML Mateusz Piotrowski, Paul M. Riechers, Daniel Filan, Adam S. Shai
2025	J	`jnl`	Constrained belief updates explain geometric structures in transformer representations. CoRR Mateusz Piotrowski, Paul M. Riechers, Daniel Filan, Adam S. Shai
2025	J	`jnl`	Identifiability and minimality bounds of quantum and post-quantum models of classical stochastic processes. CoRR Paul M. Riechers, Thomas J. Elliott
2025	J	`jnl`	Neural networks leverage nominally quantum and post-quantum representations. CoRR Paul M. Riechers, Thomas J. Elliott, Adam S. Shai
2025	J	`jnl`	Next-token pretraining implies in-context learning. CoRR Paul M. Riechers, Henry R. Bigelow, Eric A. Alt, Adam S. Shai
2025	J	`jnl`	Rank-1 LoRAs Encode Interpretable Reasoning Signals. CoRR Jake Ward, Paul M. Riechers, Adam S. Shai
2024	J	`jnl`	Geometry and Dynamics of LayerNorm. CoRR Paul M. Riechers
2024	A*	`conf`	Transformers Represent Belief State Geometry in their Residual Stream. NeurIPS Adam S. Shai, Lucas Teixeira, Alexander Gietelink Oldenziel, Sarah Marzen, Paul M. Riechers
2024	J	`jnl`	Transformers represent belief state geometry in their residual stream. CoRR Adam S. Shai, Sarah E. Marzen, Lucas Teixeira, Alexander Gietelink Oldenziel, Paul M. Riechers
2023	J	`jnl`	Complexity-calibrated Benchmarks for Machine Learning Reveal When Next-Generation Reservoir Computer Predictions Succeed and Mislead. CoRR Sarah E. Marzen, Paul M. Riechers, James P. Crutchfield
2023	J	`jnl`	Engines for predictive work extraction from memoryful quantum stochastic processes. Quantum Ruo Cheng Huang, Paul M. Riechers, Mile Gu, Varun Narasimhachar
2023	J	`jnl`	Is stochastic thermodynamics the key to understanding the energy costs of computation? CoRR 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
2023	J	`jnl`	Ultimate limit on learning non-Markovian behavior: Fisher information rate and excess information. CoRR Paul M. Riechers
2020	J	`jnl`	Refining Landauer's Stack: Balancing Error and Dissipation When Erasing Information. CoRR Gregory W. Wimsatt, Alexander B. Boyd, Paul M. Riechers, James P. Crutchfield
2019	J	`jnl`	Balancing Error and Dissipation in Highly-Reliable Computing. CoRR Paul M. Riechers, Alexander B. Boyd, Gregory Wimsatt, James P. Crutchfield
2019	J	`jnl`	Fraudulent White Noise: Flat power spectra belie arbitrarily complex processes. CoRR Paul M. Riechers, James P. Crutchfield
2017	J	`jnl`	Spectral Simplicity of Apparent Complexity, Part I: The Nondiagonalizable Metadynamics of Prediction. CoRR Paul M. Riechers, James P. Crutchfield
2017	J	`jnl`	Spectral Simplicity of Apparent Complexity, Part II: Exact Complexities and Complexity Spectra. CoRR Paul M. Riechers, James P. Crutchfield
2016	J	`jnl`	Transient Dissipation and Structural Costs of Physical Information Transduction. CoRR Alexander B. Boyd, Dibyendu Mandal, Paul M. Riechers, James P. Crutchfield
2015	J	`jnl`	A Closed-Form Shave from Occam's Quantum Razor: Exact Results for Quantum Compression. CoRR Paul M. Riechers, John R. Mahoney, Cina Aghamohammadi, James P. Crutchfield
2014	J	`jnl`	Diffraction Patterns of Layered Close-packed Structures from Hidden Markov Models. CoRR Paul M. Riechers, Dowman P. Varn, James P. Crutchfield
2014	J	`jnl`	Pairwise Correlations in Layered Close-Packed Structures. CoRR Paul M. Riechers, Dowman P. Varn, James P. Crutchfield
2013	J	`jnl`	Exact Complexity: The Spectral Decomposition of Intrinsic Computation. CoRR James P. Crutchfield, Christopher J. Ellison, Paul M. Riechers
2011	—	`conf`	A scheme for computation in nanoscale dynamical systems: Gated discrete phase-shift interactions. NANOARCH Paul M. Riechers, Richard A. Kiehl