Read the equation
This relation defines f11: Field-Based Accumulator: φ_t in the source section “g16_core · f11: Field-Based Accumulator: φ_t”. It specifies the displayed relationship between the named quantities or parameters. Its interpretation depends on the source’s stated variables and conditions; this record does not assign an unprovided physical or cognitive meaning to them.
Terms & definitions
The recovered passage does not supply a separate symbol table. Read the source context for the notation used in this version; familiar letters may carry different meanings in other builds.
How it works
Read f11: Field-Based Accumulator: φ_t as the quantity being defined or updated by this relation.
Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.
Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.
Assumptions & limits
This source expression was recovered from the pinned code revision. Its presence does not establish that the associated program was built, run, or scientifically validated.
Original context
Read the surrounding source passage
f.push_back({"ConsensusAveraging(Σ(xj-xi))-f9", [](double x, const Inputs& in){
return 0.95 * x + 0.05 * in.dx_norm;
}});
// f10: Swarm Interaction Force: x_i = Σ f(x_j - x_i)
f.push_back({"SwarmInteractionForce(Σf)-f10", [](double x, const Inputs& in){
return x + 0.05 * softsign(in.dx_norm - x);
}});
// f11: Field-Based Accumulator: φ_t = (1-ρ)φ_t + Δφ
f.push_back({"FieldAccumulator(φ_t=(1-ρ)φ_t+Δφ)-f11", [](double x, const Inputs& in){
double rho = 1.0 / (1.0 + phi());
return (1.0 - rho) * x + rho * in.dx_norm;
}});
// f12: Variational / Free Energy: F = E[ln q(z)-ln p(x,z)]
f.push_back({"VariationalFreeEnergy(F)-f12", [](double x, const Inputs& in){
return x - 0.05 * std::abs(in.dx_norm) + 0.05 * in.utility;
}});
// f13: Compression / Rate Control (proxy)
f.push_back({"CompressionControl(C)-f13", [](double x, const Inputs& in){Exact original notation
f11: Field-Based Accumulator: φ_t = (1-ρ)φ_t + Δφ