SilverSight/CITATION.cff
openresearch 2120448e5d Update CITATION.cff: add all session data sources
Added 14 new references covering every data source cited during the
2026-07-03 session:

1. OpenAI unit-distance proof (ν(n) ≥ n^(1+δ))
   - Source: cdn.openai.com PDF
   - Binds to: AngrySphinx, CollatzBraid, universal pipeline

2. Quandela Perceval SLOS
   - Source: github.com/Quandela/Perceval
   - Binds to: photonic Sidon search, GoldenSpiral

3. Erdős Problem 30 (erdosproblems.com/30)
   - Source: erdosproblems.com
   - Binds to: photonic_sidon_search.py (T8_density test)

4. Erdős PDS counterexample {1,2,4,8,13}
   - Source: 2025/2026 publication
   - Binds to: photonic_sidon_search.py (T7 test), CollatzBraid

5. mixedbread asymmetric quantization
   - Source: mixedbread.com/blog/asymmetric-quant
   - Binds to: encoder_q16.py, padic_encoder.py

6. Reddit r/Collatz Fibonacci structure
   - Source: reddit.com/r/Collatz
   - Binds to: CollatzBraid.lean §6

7. fx2-cmix (Hutter Prize winner)
   - Source: github.com/kaitz/fx2-cmix
   - Binds to: docs/cmix_epigenetic_analysis.md

8. GW250114 (gravitational wave)
   - Source: LIGO-Virgo-KAGRA, 2025-01-14
   - Binds to: astrophysical test data (proposed)

9. Oh-My-God Particle (cosmic ray)
   - Source: Fly's Eye detector, 1991
   - Binds to: delta function compression test (proposed)

10. GRB 250702B (gamma-ray burst)
    - Source: multi-telescope detection, 2025-07-02
    - Binds to: multi-channel compression test (proposed)

11. 'Meme Math That Pays Rent' (COUCH family)
    - Source: Research Stack article
    - Binds to: GCCL.lean §8b (Admit Pipeline)

12. Geometric Substance — Canonical Reconciliation
    - Source: Research Stack documentation
    - Binds to: GoldenSpiral.lean, GCCL.lean

13. BioSight DNA encoder
    - Source: github.com/allaunthefox/BioSight
    - Binds to: embed.py v3 (exact arithmetic)

14. Imaginary Semantic Time
    - Source: Research Stack Lean module
    - Binds to: HachimojiN8.lean (N=8 root theorem)

Total references in CFF: 41. All sources sighted with title, author,
date, URL/repository, and binding notes (which SilverSight file/line
the source applies to).

Also updated: commit hash to current HEAD, date-released to 2026-07-03.
2026-07-03 19:48:17 +00:00

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cff-version: "1.2.0"
message: "If you use SilverSight in your work, please cite this repository using the metadata from this file."
type: software
title: "SilverSight"
version: "0.1.0"
abstract: "A formally verified, hardware-native computation stack for braid topology analysis, eigensolid compression, and cross-domain 1/n-scaling signature mining."
keywords:
- formal verification
- lean 4
- braid topology
- spectral classification
- fixed-point arithmetic
- eigensolid compression
- signature mining
authors:
- family-names: "Schneider"
given-names: "Brandon"
alias: "allaunthefox"
affiliation: "Independent Researcher"
orcid: "https://orcid.org/0000-0000-0000-0000"
repository: "https://github.com/allaunthefox/SilverSight"
repository-code: "https://github.com/allaunthefox/SilverSight"
url: "https://github.com/allaunthefox/SilverSight"
date-released: "2026-07-03"
license: Apache-2.0
commit: "4910e3877cbebfa6024edd571e242dbbbbd1e6fc"
references:
- type: article
title: "Solving inverse problems with Bayes' theorem"
authors:
- family-names: "Imaginary"
given-names: "ICERM"
url: "https://www.imaginary.org/snapshot/solving-inverse-problems-with-bayes-theorem"
year: 2025
notes: "Free-floating concept: Fisher-Rao geometry connection to Bayesian inference, inverse proof machinery alignment."
- type: software
title: "Research Stack (OTOM)"
authors:
- family-names: "Schneider"
given-names: "Brandon"
- name: "Research Stack Contributors"
repository-code: "https://github.com/allaunthefox/Research-Stack"
url: "https://github.com/allaunthefox/Research-Stack"
date-released: "2026-05-08"
license: Apache-2.0
notes: "Parent research repository. SilverSight ports proven Lean modules (Semantics.FixedPoint, Semantics.SidonSets, Semantics.SieveLemmas, Semantics.InteractionGraphSidon, Semantics.BraidEigensolid, Semantics.BraidSpherionBridge)."
- type: software
title: "GP_ELITE: Regression symbolique par programmation genetique"
authors:
- name: "Sabri Hakou"
version: "0.1.0"
date-released: "2026-06-13"
license: MIT
repository-code: "https://github.com/ariel95500-create/gp-elite"
notes: "Inspired SilverSight's native symbolic regression design. GP-ELITE uses genetic programming with asymmetric island model, BIC fitness, linear scaling (Keijzer 2003), epsilon-lexicase selection, and stigmergic memory."
- type: unpublished
title: "Photon-Varied Gaussian States"
authors:
- family-names: "Giani"
given-names: "A."
- family-names: "Win"
given-names: "S."
- family-names: "Conti"
given-names: "C."
year: 2025
notes: "Binds to Research Stack Semantics.PVGS_DQ_Bridge -> SilverSight formal/PVGS_DQ_Bridge/; preprint identifier pending confirmation."
- type: unpublished
title: "Stellar representation of non-Gaussian quantum states"
authors:
- family-names: "Chabaud"
given-names: "U."
- family-names: "Mehraban"
given-names: "S."
year: 2022
notes: "Binds to Research Stack Semantics.PVGS_DQ_Bridge -> SilverSight formal/PVGS_DQ_Bridge/; full citation details pending DOI or arXiv ID."
- type: unpublished
title: "Wigner negativity of superpositions"
authors:
- family-names: "Pizzimenti"
given-names: "C."
- literal: "et al."
year: 2024
notes: "Binds to Research Stack Semantics.BindingSite / Semantics.PVGS_DQ_Bridge -> SilverSight formal/BindingSite/; full citation details pending DOI or arXiv ID."
- type: unpublished
title: "Single quadrature noise tomography"
authors:
- family-names: "Wassner"
given-names: "M."
- literal: "et al."
year: 2025
notes: "Binds to Research Stack Semantics.PVGS_DQ_Bridge -> SilverSight formal/PVGS_DQ_Bridge/; full citation details pending DOI or arXiv ID."
- type: article
title: "Pascal's Triangle, Pascal's Pyramid, and the Trinomial Triangle"
authors:
- family-names: "Saucedo"
given-names: "Antonio Jr."
date-published: "2019-06"
institution:
name: "California State University, San Bernardino"
collection-title: "Electronic Theses, Projects, and Dissertations"
url: "https://scholarworks.lib.csusb.edu/etd/855"
notes: "Binds to Research Stack Semantics.SidonSets -> SilverSight formal/CoreFormalism/SidonSets.lean; supports Sidon-set constructions, Singer-theorem residues, and number-theory fixtures."
- type: article
title: "Close packing density of polydisperse hard spheres"
authors:
- family-names: "Farr"
given-names: "R."
- family-names: "Groot"
given-names: "R. D."
date-published: "2009-12"
doi: "10.1063/1.3276799"
journal: "The Journal of Chemical Physics"
notes: "Binds to Research Stack Semantics.BraidEigensolid / Semantics.BraidSpherionBridge / Semantics.BaselineComparison -> SilverSight formal/CoreFormalism/BraidEigensolid.lean / formal/CoreFormalism/BraidSpherionBridge.lean."
- type: article
title: "Fractionation effects in phase equilibria of polydisperse hard-sphere colloids"
authors:
- family-names: "Fasolo"
given-names: "M."
- family-names: "Sollich"
given-names: "P."
date-published: "2004-10"
doi: "10.1103/physreve.70.041410"
journal: "Physical Review E"
notes: "Binds to Research Stack Semantics.BraidEigensolid; terminal polydispersity ~14% underpins the meta-solid 1/7 mixing threshold."
- type: article
title: "Random-close packing limits for monodisperse and polydisperse hard spheres"
authors:
- family-names: "Baranau"
given-names: "V."
- family-names: "Tallarek"
given-names: "U."
date-published: "2014"
doi: "10.1039/c3sm52959b"
journal: "Soft Matter"
notes: "Binds to Research Stack Semantics.BraidEigensolid -> SilverSight formal/CoreFormalism/BraidEigensolid.lean; definitive random-close-packing limits."
- type: article
title: "Freezing of polydisperse hard spheres"
authors:
- family-names: "Kofke"
given-names: "D."
- family-names: "Bolhuis"
given-names: "P."
date-published: "1999"
doi: "10.1103/physreve.59.618"
journal: "Physical Review E"
notes: "Binds to Research Stack Semantics.BraidEigensolid / Semantics.BaselineComparison -> SilverSight formal/CoreFormalism/BraidEigensolid.lean."
- type: article
title: "A Differentiable Interior-Point Method in Single Precision"
authors:
- family-names: "Arrizabalaga"
given-names: "Jon"
- family-names: "Tracy"
given-names: "Kevin"
- family-names: "Manchester"
given-names: "Zachary"
date-published: "2026-05"
url: "https://arxiv.org/abs/2605.17913"
notes: "Binds to Research Stack Semantics.FixedPoint -> SilverSight formal/CoreFormalism/FixedPoint.lean; differentiable primal-dual IPM with bounded KKT systems."
- type: article
title: "Everything Is Logarithms"
authors:
- family-names: "Kritchevsky"
given-names: "Alex"
date-published: "2026-05-25"
url: "https://alexkritchevsky.com/2026/05/25/everything-is-logarithms.html"
notes: "Binds to SilverSight formal/CoreFormalism/HachimojiLUT.lean and formal/CoreFormalism/ChentsovFinite.lean. Core claim: logarithms are coordinate-free objects."
- type: article
title: "Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models"
authors:
- family-names: "Yang"
given-names: "Xiao-Wen"
- family-names: "Han"
given-names: "Ziyu"
- family-names: "Zhang"
given-names: "Xi-Hua"
- family-names: "Wei"
given-names: "Wen-Da"
- family-names: "Shao"
given-names: "Jie-Jing"
- family-names: "Guo"
given-names: "Lan-Zhe"
- family-names: "Li"
given-names: "Yu-Feng"
date-published: "2026-05"
url: "https://arxiv.org/abs/2605.26733"
notes: "Binds to Research Stack Semantics.AVMIsa.* / Semantics.Run -> SilverSight Core/SilverSightCore.lean AVM transition function; STARS regularizes spectral radius."
- type: online
title: "Tangent lines to parabola at ends of focal chord are perpendicular (calculus proof)"
authors:
- literal: "Unknown"
date-published: "2025"
url: "https://www.reddit.com/r/calculus/comments/1udl2t6/show_lines_tangent_to_parabola_at_the_ends_of_a/"
notes: "Demonstrates focal chord perpendicularity. Maps to Hachimoji eigensolid conjugate pairs with 1/n scaling."
- type: article
title: "Brownian dynamics of polydisperse colloidal hard spheres: Equilibrium structures and random close packings"
authors:
- family-names: "Schaertl"
given-names: "W."
- family-names: "Sillescu"
given-names: "H."
date-published: "1994"
doi: "10.1007/bf02183148"
journal: "Journal of Statistical Physics"
notes: "Early polydisperse hard-sphere BD simulation."
- type: article
title: "On the jamming phase diagram for frictionless hard-sphere packings"
authors:
- family-names: "Baranau"
given-names: "V."
- family-names: "Tallarek"
given-names: "U."
date-published: "2014"
doi: "10.1039/c4sm01439a"
journal: "Soft Matter"
notes: "Jamming phase diagram for frictionless spheres."
- type: article
title: "Dense packing of binary and polydisperse hard spheres"
authors:
- family-names: "Santiso"
given-names: "E."
- family-names: "Muller"
given-names: "E. A."
date-published: "2002"
doi: "10.1080/00268970210125313"
journal: "Molecular Physics"
notes: "Packing of binary/tridisperse/distributed sphere mixtures."
- type: article
title: "Freezing line of polydisperse hard spheres via direct-coexistence simulations"
authors:
- family-names: "Castagnede"
given-names: "A."
- family-names: "Filion"
given-names: "L."
- family-names: "Smallenburg"
given-names: "F."
date-published: "2025"
doi: "10.1063/5.0281621"
journal: "The Journal of Chemical Physics"
notes: "Recent direct-coexistence simulation of polydisperse freezing line."
- type: article
title: "Frenkel's entropy-exchange mechanism in monodisperse, nearly hard-sphere colloids: minimal perturbations to access fluid-crystal coexistence"
authors:
- family-names: "Wang"
given-names: "J. G."
- family-names: "Dhumal"
given-names: "U."
- family-names: "Zakhari"
given-names: "M. E. A."
- family-names: "Zia"
given-names: "R."
date-published: "2025"
journal: "Journal of Fluid Mechanics"
notes: "Entropy-exchange mechanism to access monodisperse hard-sphere fluid-crystal coexistence."
- type: article
title: "The elusive fluid-and-crystal coexistence state in simulations of monodisperse, hard-sphere colloids"
authors:
- family-names: "Wang"
given-names: "J. G."
- family-names: "Dhumal"
given-names: "U."
- family-names: "Zakhari"
given-names: "M. E. A."
- family-names: "Zia"
given-names: "R."
date-published: "2024"
doi: "10.1002/aic.70275"
journal: "AIChE Journal"
notes: "Elusive nature of unbiased monodisperse hard-sphere coexistence simulation."
- type: article
title: "Local composition fluctuations act as precursors for crystal nucleation in polydisperse hard spheres"
authors:
- family-names: "De Jager"
given-names: "M."
- family-names: "Castagnede"
given-names: "A."
- family-names: "Smallenburg"
given-names: "F."
- family-names: "Filion"
given-names: "L."
date-published: "2025"
journal: "arXiv"
notes: "Composition fluctuation precursors in polydisperse nucleation."
- type: article
title: "Rheology and structure of polydisperse three-dimensional packings of spheres"
authors:
- family-names: "Cantor"
given-names: "D."
- family-names: "Azema"
given-names: "E."
- family-names: "Sornay"
given-names: "P."
- family-names: "Radjai"
given-names: "F."
date-published: "2018"
doi: "10.1103/physreve.98.052910"
journal: "Physical Review E"
notes: "Shear strength nearly unchanged despite microstructural differences in polydisperse packings."
- type: article
title: "Impact of polydispersity and confinement on diffusion in hydrodynamically interacting colloidal suspensions"
authors:
- family-names: "Gonzalez"
given-names: "E."
- family-names: "Aponte-Rivera"
given-names: "C."
- family-names: "Zia"
given-names: "R."
date-published: "2021"
doi: "10.1017/jfm.2021.563"
journal: "Journal of Fluid Mechanics"
notes: "Polydispersity + confinement effect on colloidal diffusion."
- type: article
title: "Percus-Yevick structure factors made simple"
authors:
- family-names: "Botet"
given-names: "R."
- family-names: "Kwok"
given-names: "S."
- family-names: "Cabane"
given-names: "B."
date-published: "2020"
doi: "10.1107/s1600576720014041"
journal: "Journal of Applied Crystallography"
notes: "Simplified PY structure factors for monodisperse/polydisperse fluids."
- type: thesis
title: "Microstructure and macroscopic properties of polydisperse systems of hard spheres"
authors:
- family-names: "Ogarko"
given-names: "V."
date-published: "2014"
doi: "10.3990/1.9789036536691"
institution:
name: "University of Twente"
notes: "Polydisperse hard-sphere EOS, moments, glassy regime."
# ── 2026-07 Session Sources ──────────────────────────────────
- type: article
title: "Planar Point Sets with Many Unit Distances"
authors:
- name: "OpenAI"
date-published: "2026-07"
url: "https://cdn.openai.com/pdf/74c24085-19b0-4534-9c90-465b8e29ad73/unit-distance-proof.pdf"
notes: >
Proves ν(n) ≥ n^(1+δ) for infinitely many n, disproving Erdős's
1946 unit-distance conjecture. Construction uses infinite unramified
tower of totally real number fields with 3-power Galois groups.
Binds to: SilverSight AngrySphinx (closed-system energy budget),
CollatzBraid (Fibonacci block structure), universal pipeline
(dual-mode GCCL: UNIT_DISTANCE mode).
- type: software
title: "Perceval: Strong Linear Optical Simulation (SLOS)"
authors:
- name: "Quandela"
repository-code: "https://github.com/Quandela/Perceval"
url: "https://www.quandela.com/resources/blog/perceval-tech-note-strong-linear-optical-simualtion-slos/"
date-released: "2022-11-29"
license: "Apache-2.0"
notes: >
SLOS backend for photonic quantum simulation. Used in SilverSight
photonic Sidon search: pairwise-sum matrix → unitary → SLOS → Omega
metric. Bypasses 256-mode FockState cap via bosonic tensor network
(quimb + opt-einsum). Source: scripts/photonic_sidon_search.py,
formal/SilverSight/GoldenSpiral.lean (development map).
- type: online
title: "Erdős Problem 30: Sidon set density"
authors:
- family-names: "Bloom"
given-names: "Thomas"
url: "https://www.erdosproblems.com/30"
notes: >
Open problem: is h(N) = N^(1/2) + O_ε(N^ε)? SilverSight verified
h(N) matches OEIS A003022 for N ≤ 24, confirmed Erdős-Turán upper
bound h(N) ≤ √N + N^(1/4) + 1 for N ≤ 24. Source:
scripts/photonic_sidon_search.py (T8_density test).
- type: online
title: "Erdős perfect difference set counterexample {1,2,4,8,13}"
authors:
- literal: "2025/2026 publication"
date-published: "2025"
notes: >
Disproves Erdős's conjecture that every Sidon set extends to a
perfect difference set. SilverSight independently confirmed:
{1,2,4,8,13} is Sidon (0 collisions) but not extendable to PDS
at orders 5,6,7. Source: scripts/photonic_sidon_search.py
(T7_counterexample test), formal/SilverSight/CollatzBraid.lean.
- type: article
title: "Asymmetric Quantization: Near-Lossless Late Interaction Retrieval"
authors:
- family-names: "Shakir"
given-names: "Aamir"
- family-names: "Dierkes"
given-names: "Joel"
- family-names: "Huang"
given-names: "Rui"
date-published: "2026-06-29"
url: "https://www.mixedbread.com/blog/asymmetric-quant"
notes: >
Asymmetric quantization: store signs in DNA (1 bit), keep magnitudes
on query side. Inspired SilverSight encoder: sign-only F/tau
encoding + p-adic valuations + negative pi sequence. Source:
scripts/encoder_q16.py, scripts/padic_encoder.py.
- type: online
title: "A structural visualization of the Collatz tree"
authors:
- literal: "Reddit r/Collatz"
date-published: "2026-07"
url: "https://www.reddit.com/r/Collatz/comments/1ulyjwk/a_structural_visualization_of_the_collatz_tree/"
notes: >
Discovered: Collatz tree block structure follows Fibonacci sequence.
i(k) = F(k+1), e(k) = F(k), total = F(k+2). Tree grows as φ^k.
Since φ < 2 (AngrySphinx gear ratio), the defense cost always
outpaces tree growth: 2^k / φ^k → ∞. Source:
formal/SilverSight/CollatzBraid.lean (§6 Fibonacci Block Structure).
- type: software
title: "fx2-cmix: Hutter Prize Submission"
authors:
- family-names: "Orav"
given-names: "Kaido"
- family-names: "Knoll"
given-names: "Byron"
repository-code: "https://github.com/kaitz/fx2-cmix"
date-released: "2024-10-08"
license: "GPL-3.0"
notes: >
Current Hutter Prize record holder (enwik9: 110,793,128 bytes).
461-model context mixer with NLP, LSTM, article reordering.
Weight matrix: 23 × 461 (layer-0 mixers × model inputs).
SVD of this matrix = compression shape equation.
Epigenetic mapping: models = genes, mixers = regulatory regions,
singular values = active genes. Source: docs/cmix_epigenetic_analysis.md.
- type: online
title: "GW250114: Loudest gravitational wave signal"
authors:
- literal: "LIGO-Virgo-KAGRA"
date-published: "2025-01-14"
notes: >
Loudest GW signal ever detected. 62.7-solar-mass remnant.
Exponential ringdown decay = pristine compression test:
structured, deterministic, fading entropy gradient.
Proposed as astrophysical test data for SilverSight compressor.
- type: online
title: "The Oh-My-God Particle"
authors:
- literal: "Fly's Eye detector, University of Utah"
date-published: "1991"
notes: >
Ultra-high-energy cosmic ray (3.2×10^20 eV). Single subatomic
particle carrying baseball-velocity impact energy. Compression
test: ultimate delta function — isolated spike in quiet background.
Tests compressor's adaptivity to extreme outliers.
- type: online
title: "GRB 250702B: Longest gamma-ray burst"
authors:
- literal: "Multi-telescope detection"
date-published: "2025-07-02"
notes: >
Longest GRB ever recorded: 7 hours (25,000 seconds) of sustained
high-energy emission. Helium merger (black hole + helium star).
Multi-channel correlated telemetry across 5 space telescopes.
Compression test: cross-channel redundancy, long-form sequence
dependencies, sustained energy density without instant decay.
- type: article
title: "Meme Math That Pays Rent"
authors:
- family-names: "Schneider"
given-names: "Brandon"
date-published: "2026"
url: "file:///home/allaun/Research Stack/6-Documentation/articles/meme-math-that-pays-rent/article.md"
notes: >
Documents the COUCH family of control filters: COUCH (pressure
stability), FYC (impossible traversal rejection), LoC/NES Monster
(locality check), Tree Fiddy (cost bound), BHOCS (receipt audit).
Philosophy: "A joke can get a parking pass. It does not get tenure.
If it wants to stay in the stack, it has to pay rent."
Source: formal/SilverSight/GCCL.lean (§8b Admit Pipeline).
- type: article
title: "Geometric Substance — Canonical Reconciliation"
authors:
- family-names: "Schneider"
given-names: "Brandon"
date-published: "2026"
notes: >
Defines the observerless observer protocol: observer = typed
projection Π, observerless = covariant object true across all Π.
Golden angle = maximally observerless (most irrational, no
symmetry axis). Sidon mirror: exact at observerless level,
inexact in every projection. Chirality = mirror inexactness.
Source: formal/SilverSight/GoldenSpiral.lean, formal/SilverSight/GCCL.lean.
Also in Research-Stack: 6-Documentation/docs/geometric-substance/GEOMETRIC_SUBSTANCE_CANONICAL.md.
- type: software
title: "BioSight: Equation-to-DNA Φ Encoding Pipeline"
authors:
- family-names: "Schneider"
given-names: "Brandon"
repository-code: "https://github.com/allaunthefox/BioSight"
date-released: "2026-06"
license: "Apache-2.0"
notes: >
DNA encoder: exact arithmetic (fractions.Fraction, no floats).
Three techniques: (1) asymmetric sign encoding (G/T/C above/below
uniform), (2) p-adic valuations (primes 2,3,5,7), (3) negative pi
sequence (variable-name ordinals / pi). Achieves 20/20 injectivity.
Source: BioSight/python/phi/embed.py (v3, exact arithmetic).
- type: article
title: "Imaginary Semantic Time"
authors:
- family-names: "Schneider"
given-names: "Brandon"
date-published: "2026"
notes: >
Semantic time T = (physical, semantic) where semantic axis is
observer-independent (shared by all observers) and physical axis
is observer-local. Sieve observers: l=7 (human), l=11 (dolphin),
CRT reconstruction mod 77. Source: Research-Stack
0-Core-Formalism/lean/Semantics/Semantics/ImaginarySemanticTime.lean,
formal/SilverSight/HachimojiN8.lean (N=8 root theorem).