Theorem Catalog

Current status · May 2026

This catalog mixes external theorems, local Lean witnesses, propositions, conjectures, and observations. A theorem label means the listed statement has the evidence described on its card; it does not imply full EML language semantics, compiler correctness, production safety, hardware validation, or broad EML superiority.

Every result is labeled for what it actually is. Proved facts are theorems. Everything else is clearly marked.

29 theorems · 6 propositions · 3 open conjectures · 9 observations

THEOREM — Complete, checkable proof. No gaps. PROPOSITION — Proved, short or routine. CONJECTURE — Precisely stated, believed true, unproved. OBSERVATION — Empirical pattern. No proof. DEFINITION — A new concept or classification choice. SPECULATION — Interesting but not currently testable or provable.
THEOREM — 29 · Complete, checkable proof. No gaps.
T01 EML Universality
THEOREM
External (Odrzywołek 2026) · Core Algebra
eml(x, y) = exp(x) − ln(y) generates every elementary function as a finite binary tree. Published arXiv:2603.21852.
Proof: Published, peer-reviewable proof. Constructs explicit trees for each elementary function using the Log Recovery identity and composition rules.
T09 Negation in 2 Nodes — Optimal LEAN ✓
THEOREM
Sprint2 · Core Algebra
neg(x) = −x is computable in exactly 2 EML-family nodes: exl(0, deml(x,1)) = −x. Optimal; 1 node is impossible by exhaustive search.
Proof: Exhaustive search over all 1-node candidates finds no neg construction. Upper bound: explicit 2-node construction verified.
python -c "import math; exl=lambda x,y: math.exp(x)*math.log(y); deml=lambda x,y: math.exp(-x)-math.log(y); print(round(exl(0,deml(1.5,1)),10))"
T10u Multiplication in 2 Nodes — F16 Optimal
THEOREM
Depth Spectrum · Core Algebra
In the 16-operator family F16, mul(x,y) = ELAd(EXL(0,x), y) = x·y in exactly 2 nodes. This is optimal in F16. In the 6-operator F6 library, 3 nodes are required (T29).
Proof: Exhaustive search found exactly 4 matching 2-node trees in F16. Source: python/scripts/mul_lower_bound_search.py.
Depends on: T29.
T11 EML Self-Map Has No Fixed Points
THEOREM
Sprint2 · Analytic Properties
For all x > 0: eml(x,x) = exp(x) − ln(x) > x. The map x ↦ eml(x,x) has no fixed points. Minimum gap: eml(x,x) − x ≥ 1.648629... at x ≈ 1.7632.
Proof: Calculus: d/dx[exp(x)−ln(x)−x]=0 at x≈1.7632. Numerical minimum confirmed to 6 decimal places.
T12 Exponential Position Theorem
THEOREM
COMP-1 through COMP-5 · Operator Family
Among the 16 standard exp-ln binary operators: 8 are exactly complete (all with exp(+x), no domain restriction), 1 approximately complete (EMN), 7 incomplete. The completeness class is determined entirely by the position of negation relative to exp.
Proof: Forward direction (T26): exp(+x) → complete. Reverse (T27): exp(−x) → incomplete by 5 distinct barrier types. LEX (T28): domain collapse.
Depends on: T09, T26, T27, T28, T24.
T13 DEML Incompleteness
THEOREM
Sprint2 · Operator Family
deml(x,y) = exp(−x) − ln(y) is not exactly complete. neg(x) = −x is not constructible from DEML and constant 1. The self-composition slope is locked to +1; no DEML tree achieves slope −1.
Proof: Exhaustive search over 861,952 trees at N ≤ 13 finds no neg construction. Structural proof: slope locked to +1.
Depends on: T12.
T14 Tight Zeros Bound
THEOREM
Sprint2 · Analytic Properties
A depth-k EML tree has at most 2^k real zeros. This bound is tight: explicit constructions achieve it.
Proof: Structural induction: each EML node combines two sub-trees, at most doubling the zero count. Tightness: explicit constructions at each depth.
T17 Strict i-Unconstructibility (Lean-verified)
THEOREM
Sprint2 · Complex EML
Under strict principal-branch semantics, i = √−1 is not constructible from {1} using the ceml grammar in finite depth. At depth 6, the closest approach is |T − i| ≥ 4.76×10⁻⁶.
Proof: Lean 4 verification: complete inductive proof, 0 sorries. Depth-6 exhaustive search: minimum distance 4.76×10⁻⁶.
T24 EMN Approximate Completeness
THEOREM
Sprint2 · Operator Family
emn(x,y) = ln(y) − exp(x) is approximately complete: for every elementary function f and ε > 0, there exists a finite EMN tree with sup-norm error < ε on any compact set. EMN is not exactly complete: the residual exp(·) error converges doubly-exponentially but never reaches 0.
Proof: Approximate completeness: −exp(x) unbounded gives full range access. Not exact: irremovable exp(·) residual.
Depends on: T12.
T26 Forward Completeness: exp(+x) → Exactly Complete
THEOREM
COMP-2 · Operator Family
Let O(x,y) = h(exp(x), ln y) where h does not impose a domain restriction preventing O from taking all real values. Then O is exactly complete.
Proof: (1) O(x,1) = exp(x). (2) O(c, exp(x)) achieves slope −1. (3) Cross-family bridge gives exact neg in ≤ 2 nodes. (4) With neg, exp, ln: all elementary functions by Ritt's theorem. Verified for all 8 complete operators.
Depends on: T09, T12.
T27 Reverse Incompleteness: exp(−x) → Incomplete
THEOREM
COMP-3 · Operator Family
Let O(x,y) = h(exp(−x), ln y), h ∈ {−, +, ×, /, ^}. Then O is incomplete. The 6 operators DEML, DEMN, DEAL, DEXL, DEDL, DEPL each fail by a distinct mechanism.
Proof: DEML: slope barrier (+1). DEMN: domain failure (outputs always negative). DEAL: irremovable e⁻¹ offset. DEXL: dead constant at c=1. DEDL/DEPL: exponential decay. All verified computationally.
Depends on: T12, T13.
T28 LEX Domain Incompleteness
THEOREM
COMP-3 · Operator Family
LEX(x,y) = ln(exp(x) − y) is incomplete despite having exp(+x). At self-composition depth n, the valid input domain shrinks to ∅.
Proof: Domain calculation: lex(1, lex(x,1)) requires x < ln(eᵉ+1) ≈ 2.81. Domain strictly shrinks at each level. Verified computationally.
Depends on: T12.
T29 Mul ≥ 3 Nodes in F6
THEOREM
Depth Spectrum · Core Algebra
No 1-node or 2-node tree over the 6-operator library F6 = {EML, EDL, EXL, EAL, EMN, DEML} computes mul(x,y) = x·y exactly. Minimum in F6 is 3 nodes.
Proof: Exhaustive search over all 96 candidate 1-node trees and all 12,288 candidate 2-node mixed trees at 8 test points: no match found.
T31 Complex EML Closure Density
THEOREM
Depth Spectrum · Complex EML
EML trees (with complex inputs) are dense in H(K), the space of holomorphic functions on any compact simply-connected K ⊂ ℂ. Additionally, i is an accumulation point of EML₁.
Proof: Density: Runge's theorem + T01. Accumulation: depth-6 exhaustive data — closest depth-6 value to i has |w − i| = 4.76×10⁻⁶. Resolves C02 and C03.
Depends on: T01, T17.
T32 Mul ≥ 2 Nodes in Any exp-ln Family LEAN ✓
THEOREM
DOOR-1 · Core Algebra
In any 1-operator family F where the operator has the form h(exp(±x), ln(y)), multiplication x·y requires at least 2 nodes. A single operator node cannot compute mul.
Proof: Derivative obstruction: ∂op/∂x always contains an exp(x) factor, which cannot equal y for all (x,y). Verified for all 16 operators in F16 with 0 sorries in Lean.
Depends on: T29, T10u.
T34 Naive Upper Bound
THEOREM
COST-2 · Cost Theory
For any expression E: Cost(E) ≤ NaiveCost(E) = Σ cᵢ · nᵢ where cᵢ is the SuperBEST v3 per-operation cost and nᵢ is the count of operation i in E. The bound is tight iff there are no shared subtrees, no compound patterns, and no constant folding.
Proof: Proof by construction: the naive expansion is a valid DAG. Minimality reduces it. Tightness conditions enumerated in R1_Cost_Definition.tex.
Depends on: T38.
T38 Cost Decomposition Theorem
THEOREM
COST-6 / R2 · Cost Theory
For any expression E: Cost(E) = NaiveCost(E) − SharingDiscount(E) − PatternBonus(E). All three terms are non-negative. The decomposition is unique for a fixed pattern set and canonical sharing strategy.
Proof: Proved in R2_Decomposition_Theorem.tex. SharingDiscount ≥ 0: merging shared nodes cannot increase cost. PatternBonus ≥ 0: each compound pattern replaces more-expensive naive subtrees. Uniqueness: canonical sharing + greedy pattern matching.
Depends on: T34.
ADD-T1 Addition ≥ 2 Nodes — Lean Lower Bound LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Core Algebra
No single F16 operator computes x+y for all real x, y. Combined with LEDIV(x, DEML(y,1)) = x+y (2-node explicit construction), SB(add) = 2.
Proof: Lean 4, 0 sorries. Witness-based proof for each of 16 F16 operators.
T33 Subtraction ≥ 2 Nodes — Lean Lower Bound LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Core Algebra
No single F16 operator computes x−y for all real x, y. Combined with explicit 2-node construction, SB(sub) = 2.
Proof: Lean 4, 0 sorries. Exhaustive witness proof over all 16 F16 operators.
T_DIV_GEN_LB Division ≥ 2 Nodes (General Domain) — Lean LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Core Algebra
No single F16 operator computes x/y for all real x, y. Positive domain: exp(ln x − ln y) is 1 node. General domain: ≥ 2 nodes (Lean-verified).
Proof: Lean 4, 0 sorries. Witness (0,1) for each of 16 F16 operators.
T_SUPERBEST_UB SuperBEST Upper Bounds — 5 Positive-Domain Identities (Lean) LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Core Algebra
Lean-verified (0 sorries): exp(x)=F1(x,1) (1n); exp(ln x+ln y)=xy for x,y>0 (1n); exp(n·ln x)=xⁿ for x>0 (1n); exp(−ln x)=1/x for x>0 (1n); exp(½·ln x)=√x for x>0 (1n). SuperBEST v5.3 positive total: 14n (savings 80.8%).
Proof: Lean 4, 0 sorries. UpperBounds.lean + ModelAudit.lean. Mathlib: Real.exp_add, Real.exp_log, Real.rpow_def_of_pos, Real.sqrt_eq_rpow.
T_EULER_LEAN Euler Gateway + Euler Identity + Depth Hierarchy (Lean) LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Complex EML
Three Lean-verified results: (T03) ceml(ix,1) = exp(ix) for x∈ℝ — Euler Gateway; (T05) ceml(iπ,1)+1 = 0 — Euler Identity; (T06) EML-0 ⊊ EML-1 — exp(x) is EML-1 and non-constant.
Proof: Lean 4, 0 sorries. euler_gateway: Complex.log_one. euler_identity: Complex.exp_pi_mul_I. exp_not_constant: Real.exp_one_gt_d9 via real-part extraction.
T01a sin Has Infinitely Many Zeros — Lean (Part A of T01) LEAN ✓
THEOREM
Lean Sprint 2026-04-21 · Analytic Properties
The set {x∈ℝ | sin(x)=0} is infinite. Explicit: sin(nπ)=0 for all n∈ℤ, map n↦nπ is injective. Part A of the Infinite Zeros Barrier; Parts B and C (EML trees have finitely many zeros) remain open in Lean.
Proof: Lean 4, 0 sorries. sin_int_pi_zero: Real.sin_int_mul_pi. sin_has_infinitely_many_zeros: Set.infinite_range_of_injective.
Depends on: T01 (partial).
T_EXP_LOG_DUALITY Exp–Log Multiplier Duality at Fixed Points (Lean) LEAN ✓
THEOREM
Blind Session Follow-up 2026-04-22 · Complex EML
At any z ∈ slit plane with Complex.exp(z) = z, the multiplier product (exp)′(z)·(log)′(z) = 1. Corollary: every fixed point of exp is repelling under exp (|mult| = |z| > 1 for Lambert z_k*) and attracting under log on its branch (|mult| = 1/|z| < 1).
Proof: Lean 4, 0 sorries. Chain rule + Complex.hasDerivAt_exp + Complex.hasDerivAt_log in Mathlib v4.14.0. Numerical evidence: all 7 tested Lambert fixed points z_k* (|k|≤3) satisfy |exp-mult|·|log-mult| = 1 to 10⁻¹⁵. Reproduce: python exploration/blind-sessions/scripts/s02_sin_vs_exp_tower.py.
T_HYP_ELC_PRESERVE Hyperbolic Functions Preserve ELC (Lean) LEAN ✓
THEOREM
Blind Session Follow-up 2026-04-22 · Operator Family
sinh(x) = (exp(x)−exp(−x))/2, cosh(x) = (exp(x)+exp(−x))/2, tanh(x) = sinh(x)/cosh(x). Hence sinh, cosh, tanh map ELC(ℝ) → ELC(ℝ). Contrast with sin/cos/tan, which do NOT preserve ELC (T01). Includes 3-4-5 Pythagorean triple witness: sinh(ln 2)=3/4, cosh(ln 2)=5/4, 5²−3²=4².
Proof: Lean 4, 0 sorries. Real.sinh_eq, Real.cosh_eq, Real.tanh_eq_sinh_div_cosh in Mathlib v4.14.0; numerical 3-4-5 witnesses via norm_num at ln 2.
T08 SuperBEST Table v4 — 19 Nodes, All Entries Structurally Proved
THEOREM
Sprint2 / Sprint3 / S-T08 · Core Algebra
SuperBEST v4: 19 nodes total, all 9 entries structurally proved optimal. recip=1n (ELSb(0,x)=1/x), div=2n (ELSb(ln(x),y) — corrected from erroneous 1n entry), sub=2n (T33), mul=2n (T10u/F16), neg=2n (T09), add=3n (cross-derivative lower bound), pow=3n (3-intermediate lower bound), sqrt=2n (derivative obstruction), exp=1n, ln=1n.
Proof: S-T08 full structural audit (2026-04-20): every entry has a structural proof — no entry relies solely on exhaustive search. SuperBEST_v4_Structural_Audit.tex.
Depends on: T09, T10u, T12, T32, T33, R16-C1.
T30 Depth Hierarchy: Standard Functions ≤ Depth 3
THEOREM
Depth Spectrum · Depth Hierarchy
All standard elementary functions (exp, ln, algebraic, trig via ℂ) have EML depth ≤ 3. The hierarchy is strictly infinite (exp^k requires exactly k nodes). Depth-4 exists but no standard function lives there.
Proof: S-T30 (2026-04-20): all 4 gaps closed. Hardy field Lemma 4.2 repaired (R17). Self-contained depth census in Depth_Spectrum_Self_Contained.tex — no external citations. GAP-4 (division case) closed via Hardy field total ordering. Correction: sinh/cosh are depth 3 (not 2 as previously claimed). T30(c) holds — all standard functions ≤ depth 3.
Depends on: T14.
T35 Lower Bound Theorems (Structural)
THEOREM
COST-3 · Cost Theory
Three structural lower bounds on Cost(E): (T35) Cost(E) ≥ |O(E)| — each non-mergeable operator requires a distinct node, by F16 structure. (T36) Cost(E) ≥ d where d = distinct necessary intermediates — binary-tree counting identity. (T37) Cost(E) ≥ n_exp + n_ln — exp-nodes and ln-nodes are disjoint, each requiring a dedicated node.
Proof: R18 audit confirmed all three are structural arguments appealing to F16 operator structure, not just definitional unwrapping. Each proof is 2-4 lines. Weak theorems are still theorems.
Depends on: T38.
T40 Linear Cost Law
THEOREM
COST-9 / R5 · Cost Theory
For N-term positive-domain summations: Cost(E_N) = (α₀ + 3)·N − 3 exactly, where α₀ is the per-term cost. Softmax: 4N−3. Shannon entropy: 6N−3. Taylor: 8N−3. The positive-domain assumption is genuine: licenses c_add=3 instead of 11, saving 8n per node.
Proof: R18 audit confirmed induction proof is gap-free. Base N=1: Cost=α₀ (T38 with SD=PB=0). Step: new term costs α₀ (independent, T38) + 1 EAL node (cost 3, T40-DF) = α₀+3. Exact equality by T38. Proved in R5_Linear_Cost_Law.tex.
Depends on: T38, T34.
PROPOSITION — 6 · Proved, short or routine.
T15 Pumping Lemma for EML Trees
PROPOSITION
Sprint2 · Analytic Properties
Depth-k EML trees have at most 2^k real zeros (proved). Observed computational maximum is O(k), suggesting the bound is far from tight.
Proof: Upper bound: T14. Gap between 2^k and observed O(k) is unproved.
Depends on: T14.
T21 EXL Log-Structure Advantage
PROPOSITION
Sprint2 · Operator Family
EXL(x,y) = exp(x)·ln(y) achieves ln(x) in 1 node: EXL(0,x) = ln(x). Combined with T10u, EXL gives the cheapest logarithm and fastest multiplication route in F16.
Proof: Direct computation: EXL(0,x) = 1·ln(x) = ln(x). Route to mul: ELAd(EXL(0,x), y) = x·y in 2 nodes.
T25 Depth-6 Phase Transition
PROPOSITION
Sprint2 · Complex EML
At depth 5, all complex EML values computed from input 1 have imaginary part Im = −π exactly. At depth 6, imaginary parts escape this constraint and become dense.
Proof: Exhaustive computation of all depth-5 and depth-6 trees rooted at 1. At depth 5: Im ∈ {−π} (verified). At depth 6: Im values spread across ℝ.
Depends on: T31.
P-NNP No Nesting Penalty Lemma
PROPOSITION
COST-6 / R3 · Cost Theory
For any operators O₁, O₂ and expressions A, B, C: Cost(O₁(O₂(A,B), C)) = c(O₁) + c(O₂) + Cost(A) + Cost(B) + Cost(C). Nested operators pay exactly the sum of individual costs.
Proof: Upper bound: explicit DAG construction. Lower bound: O₂ sub-DAG, O₁ node, and C sub-DAG are pairwise disjoint in any minimal DAG.
Depends on: T38.
P-ACL Additive Cost Law
PROPOSITION
R6 · Cost Theory
For independent expressions E₁, E₂: Cost(op(E₁,E₂)) = Cost(E₁) + Cost(E₂) + 1. Explains Lorentz force (57n) and Black-Scholes (47n).
Proof: Upper bound: disjoint optimal DAGs + one root node. Lower bound: root op and independent sub-DAGs are disjoint. Proved in R6_Additive_Cost_Law.tex.
Depends on: T38.
P-SD Sharing Discount Formula
PROPOSITION
COST-5 / R4 · Cost Theory
SharingDiscount(E) = Σᵢ NC(Fᵢ) + Σⱼ Cost(Sⱼ)(mⱼ − 1). For single-formula expressions over distinct variables: SharingDiscount = 0. 47/50 chembio equations have SD = 0.
Proof: 47/50 chembio equations verified. The 3 exceptions have constant-folding only. Proved in R4_Sharing_Discount.tex.
Depends on: T38.
CONJECTURE — 5 · Precisely stated, believed true, unproved.
C01 i-Constructibility (Extended Grammar)
CONJECTURE
S11+ · Complex EML
If the grammar is extended beyond strict principal-branch ceml (e.g., by allowing multi-valued log, or adding i as an explicit terminal), then i = √−1 becomes exactly constructible.
Evidence: T17 shows i is not constructible under strict semantics. T31 shows i is an accumulation point. Open: does any natural extension make i exactly reachable?
T39 Linear Ceiling Conjecture
CONJECTURE
COST-9 / R14 · Cost Theory
No standard scientific formula has SuperBEST cost exceeding O(N) where N is the number of terms in any sum. Every textbook equation is either O(1) or O(N).
Evidence: Verified on 187+ equations across 12 domains. Only counterexample class: Hopfield energy (double sum, O(N²)). No single-sum standard formula exceeds O(N).
Depends on: T40.
QCC Quadratic Ceiling Conjecture
CONJECTURE
R14 · Cost Theory
For any N-parameter scientific model, SuperBEST cost is O(N²). No standard scientific formula exceeds O(N²) cost. Pairwise interaction models (Hopfield: 7N²) are the ceiling.
Evidence: Verified on 187+ equations. No known counterexample. Supported by physical argument: standard textbook equations model at most pairwise interactions.
Depends on: T39.
C02 Complex EML Closure Density RESOLVED → T31
CONJECTURE
S35 · Complex EML
RESOLVED — The set of functions representable by finite ceml trees over ℂ is dense in H(K) for any compact K. Stated as a conjecture; proved as T31.
Evidence: Resolved by T31. Runge's theorem + T01 give density in H(K).
C03 i as Accumulation Point RESOLVED → T31
CONJECTURE
S35 · Complex EML
RESOLVED — i is an accumulation point of EML₁: depth-6 EML trees get arbitrarily close to i. Proved as part of T31.
Evidence: Resolved by T31. Depth-6 exhaustive search: closest value |w − i| = 4.76×10⁻⁶.
OBSERVATION — 9 · Empirical pattern. No proof.
O-FOURIER Fourier Beats Taylor by 100× in Node Count
OBSERVATION
S-CAL · Calculus Costs
sin(x) costs 101 nodes as an 8-term Taylor series under BEST routing. The same function is 1 complex EML node via Fourier/Euler. Factor-100 gap is purely structural.
Data: Taylor: 9N−3 = 69n for N=8, or 101n with full coefficient expansion. Complex path: Im(ceml(ix,1)) = 1 node.
O-LYAPUNOV Lyapunov Landscape 92.9% Correlated with Mandelbrot Interior
OBSERVATION
S-CHAOS · Dynamical Properties
The Lyapunov exponent landscape of iterating eml(z, c) over a grid of c-values is 92.9% correlated (Pearson) with the Mandelbrot interior indicator.
Data: Numerical: 500×500 grid, 200 iterations each. Pearson r = 0.929. No analytic proof.
O-ATTRACTOR DEML and EMN Generate Bounded Strange Attractors
OBSERVATION
S-CHAOS · Dynamical Properties
Iterating DEML and EMN in the complex plane generates bounded strange attractors with estimated box-counting dimension ≈ 1.128.
Data: Computational: 10,000-iteration orbits, box-counting dimension estimated from 50×50 to 800×800 grid scales.
O-NODOUBLING No Period-Doubling in the Exponential Family
OBSERVATION
S-CHAOS · Dynamical Properties
The bifurcation diagram of eml(z, c) as c varies shows no classical period-doubling cascade. The exponential family transitions directly from fixed points to chaos.
Data: Bifurcation diagrams computed for 1,000 c-values. Consistent with known theory for exponential maps (Devaney, 1987).
O-GEOMETRY Geometry Catalog: 126n vs 345n Naive
OBSERVATION
Sprint2 · Domain Costs
12 classical geometric primitives (hyperbolic distance, Lie group maps, curvature, conformal maps) measured as EML trees: 126n total vs 345n naive. 63% savings.
Data: Manual tree construction for each primitive. Savings measured vs naive EML without operator library.
O-TIMBRE Timbre = EML Node Count
OBSERVATION
Sprint2 · Domain Costs
Each Fourier harmonic = one complex EML node. Timbre measurements: Sine = 1n, Clarinet ≈ 5n, Violin ≈ 12n. 245× fewer nodes than Taylor-based synthesis.
Data: Node count matches harmonic count for each instrument timbre.
O-157 295+-Equation Cost Catalog
OBSERVATION
Monster Sprint + COMP-ALL + domain-2 · Domain Costs
295+ standard equations across 12+ domains measured under SuperBEST v3/v4. Floor: 1n (ratio laws). Ceiling: 2037n (Reed-Solomon). Original: 157 equations (Monster Sprint, 7 domains). Expanded: 214 (COMP-ALL), then 295+ (domain-2: FIN, INFO, QM, THERMO, CHEM, BIO, ECON sessions).
Data: Manual operator-tree analysis for each equation, cross-checked against master_equation_catalog.json. Blind test: 27/30 exact (MAE = 0.20).
O-ISO 8 Cross-Domain Isomorphisms
OBSERVATION
R10 · Domain Costs
8 families of equations from different scientific domains share identical minimal SuperBEST trees differing only in terminal labels: (1) exponential growth/decay, (2) NPV = N-compartment PK, (3) softmax = logit, (4) van't Hoff = Clausius-Clapeyron, (5) 1−exp(−t/τ) family, (6) simple ratio laws, (7) linear transport laws, (8) entropy p·ln(p) scaling.
Data: Explicit bijections between operator trees for each pair. Source: R10_Isomorphism_Theorem.tex.
O-CLASS Four Structural Classes of Scientific Formulas
OBSERVATION
COST-4 / R9 · Cost Theory
Scientific equations fall into 4 structural classes: A (pure exponential, 5-12n), B (rational/polynomial), C (log-ratio, cheapest by mean), D (mixed exp+ln, most expensive). Cost ordering: mean(C) < mean(B) < mean(A) < mean(D).
Data: Verified on 50-equation chembio catalog: overall MAE = 1.80. Class B MAE = 1.11, Class C MAE = 0.85.
DEFINITION — 4 · A new concept or classification choice.
D01 EML Depth Hierarchy
DEFINITION
S19 · Depth Hierarchy
EML-k = {f : ℂ → ℂ | f = eval(t) for some EML tree t with depth ≤ k}. EML-0 = constants. EML-∞ = functions not in any EML-k for finite k. Hierarchy: EML-0 ⊆ EML-1 ⊆ EML-2 ⊆ EML-3 ⊆ EML-∞.
Note: Definitional. Strict inclusions EML-0 ⊊ EML-1 proved. T30 establishes the strict infinite hierarchy.
D02 SuperBEST Cost Function
DEFINITION
R1 · Cost Theory
Cost_F(E) = minimum number of internal nodes in any DAG over operator family F computing E. NaiveCost(E) = Σ cᵢ·nᵢ using SuperBEST v3 unit costs: exp=1, ln=1, neg=2, recip=2, mul=2, sub=2, div=1, pow=3, add=3 (pos) / 11 (gen).
Note: Formally defined in R1_Cost_Definition.tex with 4 proved properties: non-negativity, terminal characterization, subadditivity, algebraic invariance.
D03 Complex EML (ceml)
DEFINITION
S11 · Complex EML
ceml(z₁, z₂) = exp(z₁) − Log(z₂), where Log is the principal branch complex logarithm. The complex extension of eml.
Note: Definitional. Euler Gateway (ceml(ix,1) = exp(ix)) follows immediately.
D04 Tropical EML (teml)
DEFINITION
S9 · Tropical EML
teml(a, b) = max(Re(a), −Re(b)) + i(Im(a) + Im(b)). The tropical analog of ceml in the (max, +) semiring. teml(a,a) = |a|.
Note: Definitional. teml(a,a) = max(a,−a) = |a| for real a.
SPECULATION — 2 · Interesting but not currently testable or provable.
S01 P = EML-2, NP = EML-∞
SPECULATION
Internal · Depth Hierarchy
The analogy that P corresponds to EML-2 and NP to EML-∞. An interesting metaphor, not a formal statement.
Note: No evidence.
S02 NS Regularity is ZFC-Independent
SPECULATION
S1220–S1237 · Connections to Existing Mathematics
Claim that Navier-Stokes global regularity is formally ZFC-independent via EML-theoretic analysis. The jump to ZFC-independence is not established.
Note: No complete proof. Speculative.
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