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Structural audits of theoretical research.

Constraint-based evaluation, published verbatim.

AI Physics Review

AI Physics Review (AIPR) is an independent publication that surfaces theoretical research papers demonstrating strong structural clarity under a fixed evaluation protocol.

A detailed explanation of the research environment that motivated the creation of AI Physics Review is available in the project article: Leveling the Playing Field in Theoretical Research.

The Review does not evaluate scientific correctness, theoretical importance, institutional affiliation, citation counts, or author reputation. Instead, it examines the structural presentation of a manuscript: how clearly the problem is defined, how assumptions are stated, how equations are constructed, and how the logical structure of the work unfolds.

AI-assisted analysis is used only to generate structured summaries and to evaluate formal manuscript structure under the fixed MEALS protocol.

The goal is simple: to provide visibility for research programs that demonstrate strong analytical organization and formal discipline, independent of prestige signals or institutional status.

Current Issues

Below are the most recent issues of AI Physics Review. Issue 0 presents historically influential papers evaluated under the AIPR framework to illustrate baseline structural scoring behavior.

Evaluation Baseline
Model: GPT-5.6 SOL
Eval. Protocol: 3.33

Volume 2 · Issue 06 – September 1, 2026

Citation: AI Physics Review. Vol. 2, Issue 6. Open-Access Dataset; Source Window: September 2026. Compression Theory Institute. September 1, 2026.

Contents

Featured Legacy Paper:

1. Quantum Theory From Five Reasonable Axioms
   Hardy, Lucien

Contemporary Evaluations:

2. The Dyadic–Nome Bridge: A Structural Classification Theorem for Admissible Scale Connections
   Meghani, Salimah H.
3. Finite Observation
   Dunkley, J. R.
4. Structura Ex Necessitate Standardis Modelis
   Maley, Amos Jay
5. Two Speeds of Gravity: Constraints and Waves in General Relativity
   McGinty, Louis Albert
6. A Critique of the Book Free Actors: How Evolution Gave Us Free Will
   Mehrzad Sarami
7. On the Necessity of Interface Structure in Relational Physical Theories
   Zeitz, Chaim
8. Prime-Phase Entropy and Fractal Scaling in Random Euler-Product Models
   Lee, Byoungwoo
9. Exact Thermodynamic Laws on the Forced CH2 Geometry
   Kreder III, Karl J.
10. A Cosmology-Linked Low-Acceleration Scale from Galaxy Dynamics, Weak Lensing, and an Information-Theoretic Interpretation
    Antoche-Albisor, Dan
11. Advanced Didactic Compendium of Informational Physics
    Carenzi, Ivan

Evaluation Baseline
Model: GPT-5.5
Eval. Protocol: 3.32

Volume 2 · Issue 05 – August 17, 2026

Citation: AI Physics Review. Vol. 2, Issue 05. Open-Access Dataset; Source Window: March 20-31, 2026. Compression Theory Institute. August 17, 2026

Contents

Featured Legacy Paper:

1. Simulating Physics with Computers
   Feynman, Richard P.

Contemporary Evaluations:

2. The Ψ-model as a one-field hypothesis: exact core, geometric mainline, and the discipline of physical verification
   Khalamendyk, Ivan
3. Volume-Based Probability: Outcome Frequencies from Deterministic Geometry
   Blore, Zayn
4. Entropic Tick Cost, Spectral Budget, and the Certified Boundary of Geometric Readout in the Einstein-Locked OT/GKSL Framework
   Bocquet, Gwenolé
5. A Closed Vacuum-to-Cosmology Readout of the Late-Time Vacuum Scale in Mittermeier Attractor Theory
   Mittermeier, Rainer Andreas
6. Character Positivity of Wilson Kernels for Compact Simple Lie Groups
   Brown, Edward Dean
7. Einstein–Hilbert Dynamics in the TEBAC 9D/9D+ Defect Formalism: A Formal Effective-Field Architecture
   Karadzhov, Tosho
8. Unified Hierarchical Field–Graph–Quantum Framework for Interdisciplinary Correlation–Disparity Systems
   Davidson, Lance Thomas
9. Topological Phase Signalling Theorem
   De Giuseppe, Alex
10. Universal Grid Mechanics (UGM): An Axiomatic, Admissibility-First Framework for Physical Reality
    Villarroel H., J. G.
11. Relational Geometry and the Emergence of Gravity: From Harmonic Closure to Stellar Structure
    Mata Sánchez, Luis Diego

Evaluation Baseline
Model: GPT-5.5
Eval. Protocol: 3.32

Volume 2 · Issue 04 – August 3, 2026

Citation: AI Physics Review. Vol. 2, Issue 4. Open-Access Dataset; Source Window: March 1-19, 2026. Compression Theory Institute. August 3, 2026.

Contents

Featured Legacy Paper:

1. The Chemical Basis of Morphogenesis
   Turing, A. M.

Contemporary Evaluations:

2. CORE DISTINGUISHABILITY RELATIVITY (CDR): A Relative-Entropy Reweighting Framework for Testing Information-Driven Selection in Markov Kernels
   Luz, Thiago
3. Yang–Mills Mass Gap for SU(2) in Four Dimensions: Construction of a Sharp Local OS/Wightman QFT and a Positive Spectral Gap
   Maley, Amos Jay
4. Plaquette-Deviation Functionals, Non-Abelian Excess Channels, and Finite-Size Scaling Diagnostics in SU(2) Lattice Yang–Mills Theory
   Iizumi, Masamichi
5. Quantum Information Foundations of Fundamental Physics: An Intrinsic Density-Matrix Route to Lorentzian Kinematics, Gravity, Cosmology, and the Arrow of Time
   Gil, José J.
6. Degenerate Time Universe: Classical-to-Quantum Foundations; Cosmological Tests of Structural Lapse Dynamics; Degenerate-Time Universe Quantum Operator Layer and Information Geometry
   Lee, Byoungwoo
7. Nonlocal one-loop form factors of the spectral action with Standard Model content
   Alfyorov, David
8. Deterministic Contextual Variational Framework for Generating Controlled Non-Classical Correlations: QRAFT-RA: Quadrature-based Reproducible Action-structured Framework with Regularized Action
   Locatelli, Roberto
9. Structural Manifold Dynamics
   Sabouhi, R.J.
10. The Silver Ratio as a Geometric Invariant of 3D Incompressibility: Analytical Derivation and Numerical Validation
    Labadin, Igor
11. Black-Hole Entropy and the Information Paradox from a Null-Boundary Ledger Architecture
    Song, Daegene
12. Spinorial Entropic Gravity v2.0: Spacetime as a Spectral Triple over the Icosahedral Quasicrystal
    Rolim, André Belfort

Evaluation Baseline
Model: GPT-5.5
Eval. Protocol: 3.32

Volume 2 · Issue 3 – July 20, 2026

Citation: AI Physics Review. Vol. 2, Issue 3. Open-Access Dataset; Source Window: February 8-28, 2026. Compression Theory Institute. July 20, 2026.

Contents

Featured Legacy Paper:

1. Ordering, metastability and phase transitions in two-dimensional systems
   Kosterlitz, J M; Thouless, D J

Contemporary Evaluations:

2. THE MASTER MAP: An Audit-First, Attack-Resistant Navigation Guide to the Unconditional Solution of the 4D SU(N) Yang–Mills Existence and Mass Gap Problem (Clay Millennium Problem)
   Eriksson, Lluis
3. Topology-Dependent Phase Classification of Effective Potentials in Einstein–Cartan + Nieh–Yan Minisuperspace
   Muacca
4. G Tensor Metrology Convergence Framework for Discrete G Measurements: Two-Parameter Extrapolated Definition and Verification of the Apparatus-Independent Baseline G0
   Wu, Lihang; Wu, Haodong
5. Observer-Patch Holography
   Mueller, Bernhard
6. Geometric Capacity Constraints and Operator Level Information Bounds: A Conditional Derivation
   Allen, Kea’Ron
7. Emergent Causality and Unaligned Geometry: A Coherence-Based Framework (Collected Papers)
   Geil, Michael
8. Matter-Space Coupling Framework: Deriving General Relativity as the IR Limit of Causal Substrate Dynamics
   Roland, Ishay
9. THE DYNAMICS OF DISCRETE FACT: A Phase-Transition Theory of Wavefunction Collapse
   Mahmoud, Ahmed Hamid
10. The Coherence Field: A Generative Template for Coherence-Driven Evolution and Domain Flows
    Hensgen, Allison
11. OPERATIONALIZING (R) Recurrence and (S) Structure: A Domain-General Structural Grammar for Recursive Systems
    Elbasan, Serkan

Legacy / Calibration Issue

Volume 1 · Issue 0 – August 2026 – GPT 5.6

Calibration Issue – Versioned under evolving evaluation baselines

Contents

1. Zur Elektrodynamik bewegter Körper;
   Einstein, A.

2. “Relative State” Formulation of Quantum Mechanics
   Everett, Hugh, III
3. Particle Creation by Black Holes
   Hawking, S. W.
4. Inhomogeneous Electron Gas*
   Hohenberg, P.; Kohn, W.
5. The Large N Limit of Superconformal field theories and supergravity
   Maldacena, Juan
6. A Dynamical Theory of the Electromagnetic Field.
   Maxwell, J. Clerk
7. Quantisierung als Eigenwertproblem;
   Schrödinger, E.
8. A MODEL OF LEPTONS*
   Weinberg, Steven

Prior Issues

Volume 2 · Issue 2 – July 6, 2026

Featured Legacy Paper

Die Grundlage der allgemeinen Relativitätstheorie / The Foundation of the General Theory of Relativity
Einstein, A.

Contemporary Authors Covered

Kim, Soyoung; Dunn, Aric; Dumas, Alexandre; Trees, Nala; Boecke, Matthew S.; Meghani, Salimah H.; Gebendorfer, Jonas J.; The Polyphonic Field; Mousel, John; Tsanov, Vasil; Martin, Francis J

Volume 2 · Issue 1 – June 1, 2026

Featured Legacy Paper

Conservation of Isotopic Spin and Isotopic Gauge Invariance
Yang, C. N.; Mills, R. L. | Published 1954

Contemporary Authors Covered

Cabrera Iglesias, Enzo; Oertel, Jacob S.; Shimizu, Yoshinori; Singh, Amit Kumar; Pelligra, Simone; Lee, Ju Hyung; Tramonti, Jason; Morton, Andrew; Widgren, Anders Nils Gunnar; Johansson, Germund; Sinibaldi, Alessandro; Gurramkonda, Vinay Sagar; Gupta, Sanket

Volume 1 · Issue 7 – May 18, 2026

Featured Legacy Paper

On the Einstein Podolsky Rosen Paradox
Bell, J. S. | Published 1964

Contemporary Authors Covered

Beguerie, Gabriel; Sacha, Mohamed; Cabrera Iglesias, Enzo; Vasquez, Keith R.; Giménez Urrea, Jesús; Wegener, Gregor Herbert; Melo, Marcel Freire de; Bedenko, Valery; Furukawa, Takehiro

Volume 1 · Issue 6 – May 4, 2026

Featured Legacy Paper

Space-Time Approach to Non-Relativistic Quantum Mechanics
Feynman, R. P. | Published 1948

Contemporary Authors Covered

Castronuovo, Vitantonio; Hughes, Jason Peter; Levin, Eric L.; Leue, Jeanette; de Aquino Junior, Marcos Eduardo; Shaver, Baron; Adriano, Paulo; Fugunt, Alexandra; Saveliev, Alexander; Declercq, Nico F.

Volume 1 · Issue 5 – April 20, 2026

Featured Legacy Paper

On the Relationship between the Second Fundamental Theorem of the Mechanical Theory of Heat and Probability Calculations Regarding the Conditions for Thermal Equilibrium
Boltzmann, Ludwig | Published 1877

Contemporary Authors Covered

Mghirbi, Nidhal; Asplind, Björn; Warburton, A.; Wolf, Tobias; Peris, Jonatan; Elmas, Furkan; Takahashi, K.; Li, Yuanjian; Elliott, H. G.

Volume 1 · Issue 4 – April 13, 2026

Featured Legacy Paper

Invariant Variation Problems
Noether, Emmy | Published 1918

Contemporary Authors Covered

Antonov, Lyudmil; Čižek, Emmanouil Karolos; Sabljić, Branimir; Dindar, Baran; Curci, Alberto; Howe, Cale Scott; Jang, Y.; deLyra, Jorge L.; İnal, Cüneyt

Volume 1 · Issue 3 – April 6, 2026

Featured Legacy Paper

A Mathematical Theory of Communication
Shannon, Claude E. | Published 1948

Contemporary Authors Covered

Perry, Anthony; Totsam; Reeves, Keefe; Nazat, Md. Shaikhul Hadis; Doost, Mark Behzad; Speicher, Cherry; Zeciri, Gjevdet; Bashan, Nadav; Rezapour, Majid; Rezapour, Ramin; Chen, Wen-Xiang

Volume 1 · Issue 2 – March 30, 2026

Featured Legacy Paper

Conservation of Isotopic Spin and Isotopic Gauge Invariance
Yang, C. N.; Mills, R. L. | Published 1954

Contemporary Authors Covered

Anderson, Thomas Orr; Arcaya Véliz, Juan Carlos; Büyük, Sedat; Cooper, Evlondo; Delucchi, Daxx; Låvenberg, T.; McElvain, Mason William; Neuberger, Michael; Smawfield, Matthew Lukin; Snyder, Adam

Volume 1 · Issue 1 – March 2026

Featured Legacy Paper

The Quantum Theory of the Electron
Dirac, P. A. M. | Published 1928

Contemporary Authors Covered

Brown, Daniel; Chinitz, Jacob; Hentsch, Patrick; Poyau, Reginald; Reeves, Keefe; Rietz, Philipp; Spychalski, Robert; Stieger, G.

Volume 1 · Issue S1 – March 2026

Special Issue (Curated Edition)

Authors Covered

Arkani-Hamed, Nima; Benincasa, Paolo; Berezhiani, Lasha; Brown, Adam R.; Harlow, Daniel; Khoury, Justin; Maldacena, Juan; Pastawski, Fernando; Postnikov, Alexander; Preskill, John; Reuter, Martin; Roberts, Daniel A.; Saueressig, Frank; Susskind, Leonard; Swingle, Brian; Verlinde, Erik; Weinstein, Eric R.; Yoshida, Beni; Zhao, Ying

What Makes This Review Different

AI Physics Review focuses on structural readiness rather than scientific verdicts. The evaluation system measures the clarity and organization of a manuscript’s analytical structure without attempting to determine whether a theory is correct or important.

Author identity, institutional affiliation, citation counts, download metrics, and theoretical popularity are not considered. Only the explicit structural properties of the manuscript are evaluated.

How Papers Enter the Review

1. Authors deposit their manuscript on Zenodo.
2. The record is submitted to the AI Physics Review Zenodo community.
3. Eligible manuscripts may be evaluated as part of future issue cohorts.
4. Selected papers are presented in the Review through structured analytical overviews.

Detailed submission instructions are available on the Submissions page.

Scope of the Project

AI Physics Review does not replace peer review and does not attempt to adjudicate scientific correctness. The project provides a structured publication layer that highlights manuscripts demonstrating strong analytical organization under a declared evaluation protocol.

Participation is voluntary. Authors may request corrections or an editorial withdrawal notice for their work at any time. Because issues are archived through DOI repositories, the original issue record remains preserved as part of the scholarly archive.

Custodian Recusal and External Transparency Reviews

Research authored or coauthored by the AIPR custodian is recused from AIPR submission, evaluation, scoring, acceptance, recognition, and featured-paper selection in order to avoid institutional self-review.

For transparency, AIPR links to AIPR-style structural evaluations of the custodian’s research hosted externally by the Compression Theory Institute. These external records are provided for disclosure only. They do not constitute AIPR evaluation, acceptance, endorsement, recognition, or publication.

View the external CTI transparency review

Publisher Note

AI Physics Review is published by the Compression Theory Institute. The institute also offers independent consulting services related to AI-assisted research workflows and structural manuscript analysis. These services are separate from the AI Physics Review evaluation process and have no influence on scoring, selection, or publication decisions.

Learn more: compressiontheoryinstitute.org