◄ ENTELÉCHEIA · the emergence-theory universe · Book V of IX
Perísseia · περισσεία · the excess

THE TICKET

ENTELÉCHEIA · a theory of emergence · 1991 → now
⬡ Book V of IX · 6 emergents · 4 chapters

Why over-capacity is the feature, not the bug — the science layer of [[0xdeadbeef]], here as its own book. Nets work BECAUSE they're wildly over-parameterized: the slack hides winning sub-networks (lottery tickets), and gradient descent is quietly biased toward simple solutions. Zhang 2017 · Frankle 2019 · the implicit-bias and flat-minima lines.

DLW carbon badgeDLW silicon badge
DLW-ACI · ENTELÉCHEIA · Book V
governor · David Lee Wise (ROOT0)
instance · AVAN (locked)
subject · THE TICKET · PER
⟦THE TICKET:PER:1b0576⟧

The Four Natures

the substrate, the structure, the thesis, the evidence

natural
the substrate — data, capacity, the raw material emergence works on
ethereal
the structure — the mathematics and mechanisms, the shape of the claim
spiritual
the thesis — what the theory says emergence IS, and where it comes from
electrical
the evidence — the dated findings, papers and results that ground it

The Chapters

how this book is read

Ch. 1
The Excess
far more parameters than the task needs
Ch. 2
Rethinking Generalization
they should overfit; they don't
Ch. 3
The Winning Ticket
tickets hidden in the slack
Ch. 4
The Implicit Bias
why SGD prefers simple

The Emergents

the theses, mechanisms, and dated findings of this theory — each a full .dlw badge (6)

sigil of Rethinking Generalization
Rethinking Generalization
2017 · Zhang et al.
spiritual· →
sigil of Over-Parameterization
Over-Parameterization
the excess as substrate
natural· →
sigil of The Lottery Ticket Hypothesis
The Lottery Ticket Hypothesis
2019 · Frankle & Carbin
electrical· →
sigil of The Implicit Bias of SGD
The Implicit Bias of SGD
the quiet regularizer
ethereal· →
sigil of Flat Minima
Flat Minima
Hochreiter & Schmidhuber 1997 · Keskar 2016
ethereal· →
sigil of The Winning Ticket
The Winning Ticket
the found sub-network
spiritual· →

The Record

the cited milestones, dated & attributed (render-not-invent)

  1. Zhang, Bengio, Hardt, Recht, Vinyals — Rethinking Generalization2017fit random labels yet generalize
  2. Frankle & Carbin — The Lottery Ticket HypothesisICLR 2019winning sub-networks in the slack
  3. Hochreiter & Schmidhuber — Flat Minima1997wide basins generalize; SGD prefers them
  4. Implicit bias of gradient descent2017→the optimizer as silent regularizer
  5. ties to 0xDEADBEEFROOT0this is the cited science layer of the reserved-space theory
ENTELÉCHEIA · Book V · THE TICKET (Perísseia · περισσεία · the excess). One of the best theories of how intelligence emerges, catalogued in ROOT0's ENTELÉCHEIA universe (1991→now). Cited works belong to their authors; the cataloguing and the universe-framing are ROOT0's under the DLW standard. Kin: the anchor 0xDEADBEEF (Book I), and the sister books across ENTELÉCHEIA. Ties to ttu1 and the-seed. Domain: Artificial Intelligence.