COOLJAPAN

Posts tagged #symbolic-regression

2 posts

Jun 25, 2026 · 10 min

phop 0.1.0 Released — Differentiable Symbolic Discovery That Finds (and Proves) the Equation

phop 0.1.0 — a pure-Rust differentiable symbolic-discovery engine that learns the topology and constants of closed-form laws by gradient descent over trees of a single operator, eml(x,y)=exp(x)−ln(y), then certifies and SMT/Lean-proves them. Runs the whole pipeline in the browser via WASM.

releasephoprust
Apr 15, 2026 · 4 min

OxiEML 0.1.0 Released — Pure Rust EML Operator: All Elementary Functions from a Single Binary Operator

Pure Rust implementation of the eml(x, y) = exp(x) − ln(y) operator + constant 1 that expresses ALL elementary mathematical functions via uniform binary trees. Symbolic regression engine, lowering to efficient IR, code generation, CLI, SMT solving via OxiZ, SIMD/parallel batch evaluation via oxiblas-core. 173 tests, zero FFI. The sovereign mathematical foundation for SciRS2 and the entire COOLJAPAN ecosystem (now 26M+ SLoC total).

releaseoxiemlelementary-functions