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SLIDE 1

❚❡❧❧✐♥❣ ✸✲♠❛♥✐❢♦❧❞s ❛♣❛rt✿ ♥❡✇ ❛❧❣♦r✐t❤♠s t♦ ❝♦♠♣✉t❡ ❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts

❏♦♥❛t❤❛♥ ❙♣r❡❡r ✭❋r❡✐❡ ❯♥✐✈❡rs✐tät ❇❡r❧✐♥✮

❚♦♣♦❧♦❣② ❛♥❞ ❈♦♠♣✉t❡r✱ ❖s❛❦❛✱ ❖❝t♦❜❡r ✷✶✱ ✷✵✶✼

slide-2
SLIDE 2

▼♦t✐✈❛t✐♦♥

▸ ❚❤✐s t❛❧❦✿ st✉❞② ♦❢ ♠❛♥✐❢♦❧❞s ✉♣ t♦ ✭P▲✲✮❤♦♠❡♦♠♦r♣❤✐s♠

♠❛♥✐❢♦❧❞s tr✐❛♥❣✉❧❛t❡❞ ♠❛♥✐❢♦❧❞s ✭s✐♠♣❧✐❝✐❛❧❄✮ ❝♦♠❜✐♥❛t♦r✐❛❧ ❛r❣✉♠❡♥ts ✴ ❞✐s❝r❡t❡ ♠❡t❤♦❞s ♣r♦✈❡ ❣❡♦♠❡tr✐❝ ❛♥❞ t♦♣♦❧♦❣✐❝❛❧ ♣r♦❜❧❡♠s ❋✉♥❞❛♠❡♥t❛❧ t❛s❦✿ ❞✐st✐♥❣✉✐s❤✐♥❣ ❜❡t✇❡❡♥ ♠❛♥✐❢♦❧❞s✱ ✐✳❡✳✱ ❣✐✈❡♥ tr✐❛♥❣✉❧❛t✐♦♥s ▼ ❛♥❞ ◆✱ ✐s ▼ ◆❄

slide-3
SLIDE 3

▼♦t✐✈❛t✐♦♥

▸ ❚❤✐s t❛❧❦✿ st✉❞② ♦❢ ♠❛♥✐❢♦❧❞s ✉♣ t♦ ✭P▲✲✮❤♦♠❡♦♠♦r♣❤✐s♠

♠❛♥✐❢♦❧❞s ↔ tr✐❛♥❣✉❧❛t❡❞ ♠❛♥✐❢♦❧❞s ✭s✐♠♣❧✐❝✐❛❧❄✮

▸ ▸ ❝♦♠❜✐♥❛t♦r✐❛❧ ❛r❣✉♠❡♥ts ✴ ❞✐s❝r❡t❡ ♠❡t❤♦❞s ♣r♦✈❡ ❣❡♦♠❡tr✐❝

❛♥❞ t♦♣♦❧♦❣✐❝❛❧ ♣r♦❜❧❡♠s

▸ ❋✉♥❞❛♠❡♥t❛❧ t❛s❦✿ ❞✐st✐♥❣✉✐s❤✐♥❣ ❜❡t✇❡❡♥ ♠❛♥✐❢♦❧❞s✱ ✐✳❡✳✱

❣✐✈❡♥ tr✐❛♥❣✉❧❛t✐♦♥s ▼ ❛♥❞ ◆✱ ✐s ▼ / ≅ ◆❄

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SLIDE 4

▼♦t✐✈❛t✐♦♥

▸ ❚❤✐s t❛❧❦✿ st✉❞② ♦❢ ♠❛♥✐❢♦❧❞s ✉♣ t♦ ✭P▲✲✮❤♦♠❡♦♠♦r♣❤✐s♠

♠❛♥✐❢♦❧❞s ↔ tr✐❛♥❣✉❧❛t❡❞ ♠❛♥✐❢♦❧❞s ✭s✐♠♣❧✐❝✐❛❧❄✮

▸ ▸ ❝♦♠❜✐♥❛t♦r✐❛❧ ❛r❣✉♠❡♥ts ✴ ❞✐s❝r❡t❡ ♠❡t❤♦❞s ♣r♦✈❡ ❣❡♦♠❡tr✐❝

❛♥❞ t♦♣♦❧♦❣✐❝❛❧ ♣r♦❜❧❡♠s

▸ ❋✉♥❞❛♠❡♥t❛❧ t❛s❦✿ ❞✐st✐♥❣✉✐s❤✐♥❣ ❜❡t✇❡❡♥ ♠❛♥✐❢♦❧❞s✱ ✐✳❡✳✱

❣✐✈❡♥ tr✐❛♥❣✉❧❛t✐♦♥s ▼ ❛♥❞ ◆✱ ✐s ▼ / ≅ ◆❄

slide-5
SLIDE 5

▼♦t✐✈❛t✐♦♥

▸ ❈❛♥ ✇❡ ❞✐st✐♥❣✉✐s❤ ❜❡t✇❡❡♥ ♠❛♥✐❢♦❧❞s❄

▸ ❉✐♠❡♥s✐♦♥

✶✿ ✓

▸ ❉✐♠❡♥s✐♦♥

✷✿ ✓

▸ ❉✐♠❡♥s✐♦♥

✸✿ ❨❡s ✐♥ t❤❡♦r②✳ ◆♦ ✐♥ ❣❡♥❡r❛❧ ✐♥ ♣r❛❝t✐❝❡✳

▸ ❉✐♠❡♥s✐♦♥ ≥ ✹✿ ◆♦✳

▸ ■✳❡✳✱ ✐ts tr✐✈✐❛❧✱ ❡①tr❡♠❡❧② ❞✐✣❝✉❧t✱ ♦r ✐♠♣♦ss✐❜❧❡ t♦ ❞✐st✐♥❣✉✐s❤

❜❡t✇❡❡♥ ♠❛♥✐❢♦❧❞s✳

▸ P❛rt✐❛❧ s♦❧✉t✐♦♥✿ t♦♣♦❧♦❣✐❝❛❧ ✐♥✈❛r✐❛♥ts✱ ♣r♦♣❡rt✐❡s ♦❢ ❛

♠❛♥✐❢♦❧❞ ✇❤✐❝❤ ❞♦ ♥♦t ❝❤❛♥❣❡ ✉♥❞❡r ❝♦♥t✐♥✉♦✉s ❞❡❢♦r♠❛t✐♦♥

▸ ❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts✿ ♣❛rt✐❝✉❧❛r❧② ♣♦✇❡r❢✉❧ ❢❛♠✐❧② ♦❢

t♦♣♦❧♦❣✐❝❛❧ ✐♥✈❛r✐❛♥ts ❢♦r ✸✲♠❛♥✐❢♦❧❞s✶ ✷

▸ ▼❡t❤♦❞ ♦❢ ❝❤♦✐❝❡ ✇❤❡♥✱ ❢♦r ❡①❛♠♣❧❡✱ ❡♥✉♠❡r❛t✐♥❣ ✸✲♠❛♥✐❢♦❧❞s

✶▼❛t✈❡❡✈✱ ❆❧❣♦r✐t❤♠✐❝ ❚♦♣♦❧♦❣② ❛♥❞ ❈❧❛ss✐✜❝❛t✐♦♥ ♦❢ ✸✲♠❛♥✐❢♦❧❞s✱ ✷✵✵✸ ✷❑❛✉✛♠❛♥♥ ❛♥❞ ▲✐♥s✱ ❈♦♠♣✉t✐♥❣ ❚✉r❛❡✈✲❱✐r♦ ✐♥✈✳ ❢♦r ✸✲♠❛♥✐❢♦❧❞s✱ ✶✾✾✶

slide-6
SLIDE 6

❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts

❚❤❡ ❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥t ✇✐t❤ ♣❛r❛♠❡t❡rs r ❛♥❞ q ✐s ❛ ❢✉♥❝t✐♦♥ ❚❱r,q ∶ M → Q[ζ] ∩ R ✇❤❡r❡

▸ M ❂ s❡t ♦❢ tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞s ✭❝♦♥♥❡❝t❡❞✱ ❝❧♦s❡❞✮ ▸ ζ = ❡✐πq/r;

r,q ∈ Z ❝♦✲♣r✐♠❡❀ r ≥ ✸; ✵ < q < ✷r

▸ ❈❛♥ ❜❡ ❝♦♠♣✉t❡❞ ✈✐❛ ♣✉r❡❧② ❝♦♠❜✐♥❛t♦r✐❛❧ ❢♦r♠✉❧❛❡✳

slide-7
SLIDE 7

❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts ✕ st❛t❡✲s✉♠ ♠♦❞❡❧

▸ ▼ ∈ M tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ▸ ❱ ✱ ❊✱ ❋✱ ❚ ✐ts s❡t ♦❢ ✈❡rt✐❝❡s✱ ❡❞❣❡s✱ tr✐❛♥❣❧❡s✱ ❛♥❞ t❡tr❛❤❡❞r❛ ▸ ϕ ∶ ❊ → {✵,✶,...,r − ✷} ❡❞❣❡ ❝♦❧♦✉r✐♥❣ s❛t✐s❢②✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣

❝♦♥❞✐t✐♦♥s ❛t ❛❧❧ tr✐❛♥❣❧❡s t ♦❢ ▼✿

▸ e1 e2 e3

t

ϕ(❡✐) + ϕ(❡❥) ≥ ϕ(❡❦) ∀✐ ≠ ❥ ≠ ❦ ≠ ✐ ∑ϕ(❡✐) ≡ ✵ ♠♦❞ ✷ ❛♥❞ ≤ ✷r − ✹

▸ ❈❛❧❧ t❤❡ s❡t ♦❢ s✉❝❤ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s ❆❞♠(▼,r) ▸ ❋♦r ❡❛❝❤ ϕ ∈ ❆❞♠(▼,r)✱ ❡❞❣❡ ❡ ∈ ❊✱ tr✐❛♥❣❧❡ t ∈ ❋✱ ❛♥❞

t❡tr❛❤❡❞r♦♥ ∆ ∈ ❚ ✇❡ ❞❡✜♥❡ ✇❡✐❣❤ts ∣❡∣ϕ✱ ∣t∣ϕ✱ ❛♥❞ ∣∆∣ϕ ✐♥ Q[ζ] ♦♥❧② ❞❡♣❡♥❞✐♥❣ ♦♥ ϕ ✭❛♥❞ r ❛♥❞ q✮

▸ ❚❱r,q(▼)

=

ϕ∈❆❞♠(▼,r)

( ∏

❡∈❊

∣❡∣ϕ ⋅ ∏

t∈❋

∣t∣ϕ ⋅ ∏

∆∈❚

∣∆∣ϕ)

slide-8
SLIDE 8

❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts ✕ st❛t❡✲s✉♠ ♠♦❞❡❧

▸ ▼ ∈ M tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ▸ ❱ ✱ ❊✱ ❋✱ ❚ ✐ts s❡t ♦❢ ✈❡rt✐❝❡s✱ ❡❞❣❡s✱ tr✐❛♥❣❧❡s✱ ❛♥❞ t❡tr❛❤❡❞r❛ ▸ ϕ ∶ ❊ → {✵,✶,...,r − ✷} ❡❞❣❡ ❝♦❧♦✉r✐♥❣ s❛t✐s❢②✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣

❝♦♥❞✐t✐♦♥s ❛t ❛❧❧ tr✐❛♥❣❧❡s t ♦❢ ▼✿

▸ e1 e2 e3

t

ϕ(❡✐) + ϕ(❡❥) ≥ ϕ(❡❦) ∀✐ ≠ ❥ ≠ ❦ ≠ ✐ ∑ϕ(❡✐) ≡ ✵ ♠♦❞ ✷ ❛♥❞ ≤ ✷r − ✹

▸ ❈❛❧❧ t❤❡ s❡t ♦❢ s✉❝❤ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s ❆❞♠(▼,r) ▸ ❋♦r ❡❛❝❤ ϕ ∈ ❆❞♠(▼,r)✱ ❡❞❣❡ ❡ ∈ ❊✱ tr✐❛♥❣❧❡ t ∈ ❋✱ ❛♥❞

t❡tr❛❤❡❞r♦♥ ∆ ∈ ❚ ✇❡ ❞❡✜♥❡ ✇❡✐❣❤ts ∣❡∣ϕ✱ ∣t∣ϕ✱ ❛♥❞ ∣∆∣ϕ ✐♥ Q[ζ] ♦♥❧② ❞❡♣❡♥❞✐♥❣ ♦♥ ϕ ✭❛♥❞ r ❛♥❞ q✮

▸ ❚❱r,q(▼)

=

ϕ∈❆❞♠(▼,r)

( ∏

❡∈❊

∣❡∣ϕ ⋅ ∏

t∈❋

∣t∣ϕ ⋅ ∏

∆∈❚

∣∆∣ϕ)

slide-9
SLIDE 9

❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts ✕ st❛t❡✲s✉♠ ♠♦❞❡❧

▸ ▼ ∈ M tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ▸ ❱ ✱ ❊✱ ❋✱ ❚ ✐ts s❡t ♦❢ ✈❡rt✐❝❡s✱ ❡❞❣❡s✱ tr✐❛♥❣❧❡s✱ ❛♥❞ t❡tr❛❤❡❞r❛ ▸ ϕ ∶ ❊ → {✵,✶,...,r − ✷} ❡❞❣❡ ❝♦❧♦✉r✐♥❣ s❛t✐s❢②✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣

❝♦♥❞✐t✐♦♥s ❛t ❛❧❧ tr✐❛♥❣❧❡s t ♦❢ ▼✿

▸ e1 e2 e3

t

ϕ(❡✐) + ϕ(❡❥) ≥ ϕ(❡❦) ∀✐ ≠ ❥ ≠ ❦ ≠ ✐ ∑ϕ(❡✐) ≡ ✵ ♠♦❞ ✷ ❛♥❞ ≤ ✷r − ✹

▸ ❈❛❧❧ t❤❡ s❡t ♦❢ s✉❝❤ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s ❆❞♠(▼,r) ▸ ❋♦r ❡❛❝❤ ϕ ∈ ❆❞♠(▼,r)✱ ❡❞❣❡ ❡ ∈ ❊✱ tr✐❛♥❣❧❡ t ∈ ❋✱ ❛♥❞

t❡tr❛❤❡❞r♦♥ ∆ ∈ ❚ ✇❡ ❞❡✜♥❡ ✇❡✐❣❤ts ∣❡∣ϕ✱ ∣t∣ϕ✱ ❛♥❞ ∣∆∣ϕ ✐♥ Q[ζ] ♦♥❧② ❞❡♣❡♥❞✐♥❣ ♦♥ ϕ ✭❛♥❞ r ❛♥❞ q✮

▸ ❚❱r,q(▼)

=

ϕ∈❆❞♠(▼,r)

( ∏

❡∈❊

∣❡∣ϕ ⋅ ∏

t∈❋

∣t∣ϕ ⋅ ∏

∆∈❚

∣∆∣ϕ)

slide-10
SLIDE 10

❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts ✕ st❛t❡✲s✉♠ ♠♦❞❡❧

▸ ▼ ∈ M tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ▸ ❱ ✱ ❊✱ ❋✱ ❚ ✐ts s❡t ♦❢ ✈❡rt✐❝❡s✱ ❡❞❣❡s✱ tr✐❛♥❣❧❡s✱ ❛♥❞ t❡tr❛❤❡❞r❛ ▸ ϕ ∶ ❊ → {✵,✶,...,r − ✷} ❡❞❣❡ ❝♦❧♦✉r✐♥❣ s❛t✐s❢②✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣

❝♦♥❞✐t✐♦♥s ❛t ❛❧❧ tr✐❛♥❣❧❡s t ♦❢ ▼✿

▸ e1 e2 e3

t

ϕ(❡✐) + ϕ(❡❥) ≥ ϕ(❡❦) ∀✐ ≠ ❥ ≠ ❦ ≠ ✐ ∑ϕ(❡✐) ≡ ✵ ♠♦❞ ✷ ❛♥❞ ≤ ✷r − ✹

▸ ❈❛❧❧ t❤❡ s❡t ♦❢ s✉❝❤ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s ❆❞♠(▼,r) ▸ ❋♦r ❡❛❝❤ ϕ ∈ ❆❞♠(▼,r)✱ ❡❞❣❡ ❡ ∈ ❊✱ tr✐❛♥❣❧❡ t ∈ ❋✱ ❛♥❞

t❡tr❛❤❡❞r♦♥ ∆ ∈ ❚ ✇❡ ❞❡✜♥❡ ✇❡✐❣❤ts ∣❡∣ϕ✱ ∣t∣ϕ✱ ❛♥❞ ∣∆∣ϕ ✐♥ Q[ζ] ♦♥❧② ❞❡♣❡♥❞✐♥❣ ♦♥ ϕ ✭❛♥❞ r ❛♥❞ q✮

▸ ❚❱r,q(▼)

=

ϕ∈❆❞♠(▼,r)

( ∏

❡∈❊

∣❡∣ϕ ⋅ ∏

t∈❋

∣t∣ϕ ⋅ ∏

∆∈❚

∣∆∣ϕ)

slide-11
SLIDE 11

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

r = ✸ ✭❝♦❧♦✉rs ✵✱ ✶✮ ∈ P✿

1 1

r = ✹ ✭❝♦❧♦✉rs ✵✱ ✶✱ ✷✮ ∈ ★P✲❤❛r❞✸✿

✸❑✐r❜②✱ ▼❡❧✈✐♥✱ ▲♦❝❛❧ s✉r❣❡r② ❢♦r♠✉❧❛s ❢♦r q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ❛♥❞ t❤❡ ❆r❢

✐♥✈❛r✐❛♥t✱ ✷✵✵✹✳

slide-12
SLIDE 12

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

r = ✸ ✭❝♦❧♦✉rs ✵✱ ✶✮ ∈ P✿

1 1

r = ✹ ✭❝♦❧♦✉rs ✵✱ ✶✱ ✷✮ ∈ ★P✲❤❛r❞✸✿

1 1 1 1 2 2 2

✸❑✐r❜②✱ ▼❡❧✈✐♥✱ ▲♦❝❛❧ s✉r❣❡r② ❢♦r♠✉❧❛s ❢♦r q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ❛♥❞ t❤❡ ❆r❢

✐♥✈❛r✐❛♥t✱ ✷✵✵✹✳

slide-13
SLIDE 13

❆❧❣♦r✐t❤♠ ■✿ tr❡❡✇✐❞t❤

▸ ❚❤❡ tr❡❡✇✐❞t❤ ♦❢ ❛ ❣r❛♣❤ ♠❡❛s✉r❡s ❤♦✇ ✏tr❡❡❧✐❦❡✑ ❛ ❣r❛♣❤ ✐s

✭tr❡❡s ❤❛✈❡ tr❡❡✇✐❞t❤ ✶✮

▸ ❚❤❡ tr❡❡✇✐❞t❤ ♦❢ ❛ tr✐❛♥❣✉❧❛t❡❞ ♠❛♥✐❢♦❧❞ ▼ ✐s t❤❡ tr❡❡✇✐❞t❤ ♦❢

✐ts ❞✉❛❧ ❣r❛♣❤

▸ ▲♦✇ tr❡❡✇✐❞t❤ ⇒ ❝❛♥ ❛rr❛♥❣❡ t❡tr❛❤❡❞r❛ ♦❢ ▼ ✐♥ ❛ tr❡❡ ✇✐t❤

❢❡✇ t❡tr❛❤❡❞r❛ ❣r♦✉♣❡❞ t♦❣❡t❤❡r ♣❡r ♥♦❞❡ ♦❢ t❤❡ tr❡❡ ✭⇒ t❤✐♥ tr❡❡ ❞❡❝♦♠♣♦s✐t✐♦♥✮

1 2 3 6 7 5 4 8 9

1, 2, 4 2, 3, 4 3, 4, 5 3, 5, 6 6, 7 2, 3, 8 8, 9 leaf nodes

▸ ❙✉✐t❛❜❧❡ ❢♦r ❞②♥❛♠✐❝ ♣r♦❣r❛♠♠✐♥❣

slide-14
SLIDE 14

❆❧❣♦r✐t❤♠ ■✿ tr❡❡✇✐❞t❤

■❞❡❛✿

▸ ●✐✈❡♥ ❛ tr✐❛♥❣✉❧❛t✐♦♥✱ ❝♦♠♣✉t❡ ❛ tr❡❡ ❞❡❝♦♠♣♦s✐t✐♦♥ ✇✐t❤ ❢❡✇

t❡tr❛❤❡❞r❛ ♣❡r ♥♦❞❡ ✭✐❢ ♣♦ss✐❜❧❡✮

▸ ❊♥✉♠❡r❛t❡ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s ❛♥❞ ✇❡✐❣❤ts ❢r♦♠ t❤❡ ❧❡❛✈❡

♥♦❞❡s ✉♣

▸ ●r♦✉♣✐♥❣ ♣❛rt✐❛❧ ❝♦❧♦✉r✐♥❣s t♦❣❡t❤❡r ✇❤❡r❡✈❡r t❤❡② ❧♦♦❦ t❤❡

s❛♠❡ ❛t t❤❡ ❝✉rr❡♥t ♥♦❞❡

slide-15
SLIDE 15

❆❧❣♦r✐t❤♠ ■✿ tr❡❡✇✐❞t❤

❚❤❡♦r❡♠ ✭❇✉rt♦♥✱ ▼❛r✐❛✱ ❙✳ ✷✵✶✺✮

  • ✐✈❡♥ ❛ tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ▼ ✇✐t❤ ♥ t❡tr❛❤❡❞r❛✱ ❛♥❞ ❛ tr❡❡

❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ▼ ✇✐t❤ ❧❛r❣❡st ♥♦❞❡ ♦❢ s✐③❡ ❦✱ ✇❡ ❝❛♥ ❝♦♠♣✉t❡ ❚❱r,q ✐♥ ❖ (♥ ⋅ (r − ✶)✻❦ ⋅ ❦✷ ⋅ ❧♦❣ r).

▸ ❘✉♥♥✐♥❣ t✐♠❡ ✐s ♦❢ t②♣❡ ❣(❦) × ♣♦❧②(♥)✳ ■♥ t❤❡ ❧✐t❡r❛t✉r❡ s✉❝❤

❛♥ ❛❧❣♦r✐t❤♠ ✐s r❡❢❡rr❡❞ t♦ ❛s ✜①❡❞ ♣❛r❛♠❡t❡r tr❛❝t❛❜❧❡ ✭❋P❚✮✹ ✐♥ ❦ ✭✏tr❡❡✇✐❞t❤✑✮

▸ ❈♦♠♠♦♥ ❢♦r ❋P❚ ❛❧❣♦r✐t❤♠s ✐s ❛ ✈❡r② ❜❛❞ ♣❛r❛♠❡t❡r ❢✉♥❝t✐♦♥

❣ ∶ N → N ✭t♦✇❡r ♦❢ ❡①♣♦♥❡♥t✐❛❧s✮

▸ ❍❡r❡✿

❣(❦) = (r − ✶)✻❦ ⋅ ❦✷ ⋅ ❧♦❣ r ✈s✳ (r − ✶)∣❊∣

▸ ❚❤✐s ✐s ✇❤② ✇❡ ✐♠♣❧❡♠❡♥t❡❞ t❤❡ ❛❧❣♦r✐t❤♠ ✭❛❧s♦ ✈❡r② r❛r❡ ❢♦r

❋P❚ ❛❧❣♦r✐t❤♠s✮

✹❉♦✇♥❡②✱ ❋❡❧❧♦✇s✱ P❛r❛♠❡t❡r✐③❡❞ ❝♦♠♣❧❡①✐t②✱ ❙♣r✐♥❣❡r

slide-16
SLIDE 16

❆❧❣♦r✐t❤♠ ■✿ tr❡❡✇✐❞t❤

Backtracking (seconds) FPT (seconds) 0.01 0.1 1 10 100 0.01 0.1 1 10

  • treewidth 1 (2143 points)

treewidth 2 (10902 points) treewidth 3 (14 points) treewidth 4 (337 points) treewidth 5 (1 point) equal times

❘✉♥♥✐♥❣ t✐♠❡s ❢♦r ❚❱✼,✶ ❢♦r t❤❡ ♠✐♥✐♠❛❧ ✶✶✲t❡tr❛❤❡❞r❛ tr✐❛♥❣✉❧❛t✐♦♥s ♦❢ ❝❧♦s❡❞ ♣r✐♠❡ ♦r✐❡♥t❛❜❧❡ ✸✲♠❛♥✐❢♦❧❞s✳

slide-17
SLIDE 17

❖❜s❡r✈❛t✐♦♥s

  • ❖❖❉✿

▸ ✇♦r❦s ❢♦r ❛❧❧ ♣❛r❛♠❡t❡rs r ❛♥❞ q ▸ ❢❛st❡r t❤❛♥ ♥❛✐✈❡ ❡♥✉♠❡r❛t✐♦♥

◆❖❚ ●❖❖❉✿

▸ ♣r♦♣❡rt✐❡s ♦❢ tr✐❛♥❣✉❧❛t✐♦♥✱ ♥♦t ♠❛♥✐❢♦❧❞✱ ❞❡t❡r♠✐♥❡ r✉♥♥✐♥❣

t✐♠❡✿ ✏❡✈❡r② ♠❛♥✐❢♦❧❞ ❛❞♠✐ts ❛ tr✐❛♥❣✉❧❛t✐♦♥ ✇✐t❤ ❛r❜✐tr❛r✐❧② ❤✐❣❤ tr❡❡✇✐❞t❤✑

▸ ❡①❛❝t tr❡❡✇✐❞t❤ ♠✐❣❤t ❜❡ ❞✐✣❝✉❧t t♦ ❞❡t❡r♠✐♥❡ ▸ ❛❧❣♦r✐t❤♠ r❡q✉✐r❡s ❧❛r❣❡ ❛♠♦✉♥ts ♦❢ ♠❡♠♦r②

❇❊❚❚❊❘✿

▸ ❯s❡ ♣❛r❛♠❡t❡r ✇❤✐❝❤ ✐s ❛❧s♦ ❛ t♦♣♦❧♦❣✐❝❛❧ ✐♥✈❛r✐❛♥t ▸ ❊❛s② t♦ ❝♦♠♣✉t❡✱ ❡✈❡♥ ✐❢ ❧❛r❣❡

slide-18
SLIDE 18

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

r = ✸ ✭❝♦❧♦✉rs ✵✱ ✶✮ ∈ P✿

1 1

r = ✹ ✭❝♦❧♦✉rs ✵✱ ✶✱ ✷✮ ∈ ★P✲❤❛r❞✺✿

1 1 1 1 2 2 2

✺❑✐r❜②✱ ▼❡❧✈✐♥✱ ▲♦❝❛❧ s✉r❣❡r② ❢♦r♠✉❧❛s ❢♦r q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ❛♥❞ t❤❡ ❆r❢

✐♥✈❛r✐❛♥t✱ ✷✵✵✹✳

slide-19
SLIDE 19

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

r = ✸ ✭❝♦❧♦✉rs ✵✱ ✶✮ ∈ P✿ r = ✹ ✭❝♦❧♦✉rs ✵✱ ✶✱ ✷✮ ∈ ★P✲❤❛r❞✺✿

1 1 1 1 2 2 2

✺❑✐r❜②✱ ▼❡❧✈✐♥✱ ▲♦❝❛❧ s✉r❣❡r② ❢♦r♠✉❧❛s ❢♦r q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ❛♥❞ t❤❡ ❆r❢

✐♥✈❛r✐❛♥t✱ ✷✵✵✹✳

slide-20
SLIDE 20

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

r = ✸ ✭❝♦❧♦✉rs ✵✱ ✶✮ ∈ P✿ r = ✹ ✭❝♦❧♦✉rs ✵✱ ✶✱ ✷✮ ∈ ★P✲❤❛r❞✺✿

✺❑✐r❜②✱ ▼❡❧✈✐♥✱ ▲♦❝❛❧ s✉r❣❡r② ❢♦r♠✉❧❛s ❢♦r q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ❛♥❞ t❤❡ ❆r❢

✐♥✈❛r✐❛♥t✱ ✷✵✵✹✳

slide-21
SLIDE 21

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

slide-22
SLIDE 22

❆♥ ❛❧t❡r♥❛t✐✈❡ ✈✐❡✇ ♦♥ ❛❞♠✐ss✐❜❧❡ ❝♦❧♦✉r✐♥❣s

slide-23
SLIDE 23

❆❧❣♦r✐t❤♠ ■■✿ β✶(▼,Z✷)

▲❡♠♠❛ ✭▼❛r✐❛✱ ❙✳ ✷✵✶✻✮ ▲❡t ϕ ∈ ❆❞♠(▼,✹) ❛♥❞ ❧❡t ϕ✵ ❜❡ t❤❡ r❡❞✉❝t✐♦♥ ♦❢ ϕ ✭✐✳❡✳✱ ❛❧❧ ❝♦❧♦rs ♠♦❞ ✷✮✳ ❚❤❡♥ ∣▼∣ϕ = (−✶)α(± √ ✷)χ(❙ϕ✵), ✇❤❡r❡ α ❞❡♥♦t❡s t❤❡ ♥✉♠❜❡r ♦❢ ♦❝t❛❣♦♥s ✐♥ ❙ϕ✳ Pr♦♦❢ ✭s❦❡t❝❤✮✿

slide-24
SLIDE 24

❆❧❣♦r✐t❤♠ ■■✿ β✶(▼,Z✷)

▲❡♠♠❛ ✭▼❛r✐❛✱ ❙✳ ✷✵✶✻✮ ▲❡t ϕ ∈ ❆❞♠(▼,✹) ❛♥❞ ❧❡t ϕ✵ ❜❡ t❤❡ r❡❞✉❝t✐♦♥ ♦❢ ϕ ✭✐✳❡✳✱ ❛❧❧ ❝♦❧♦rs ♠♦❞ ✷✮✳ ❚❤❡♥ ∣▼∣ϕ = (−✶)α(± √ ✷)χ(❙ϕ✵), ✇❤❡r❡ α ❞❡♥♦t❡s t❤❡ ♥✉♠❜❡r ♦❢ ♦❝t❛❣♦♥s ✐♥ ❙ϕ✳ Pr♦♦❢ ✭s❦❡t❝❤✮✿

slide-25
SLIDE 25

❆❧❣♦r✐t❤♠ ■■✿ β✶(▼,Z✷)

▲❡♠♠❛ ✭▼❛r✐❛✱ ❙✳ ✷✵✶✻✮ ▲❡t ϕ ∈ ❆❞♠(▼,✹) ❛♥❞ ❧❡t ϕ✵ ❜❡ t❤❡ r❡❞✉❝t✐♦♥ ♦❢ ϕ ✭✐✳❡✳✱ ❛❧❧ ❝♦❧♦rs ♠♦❞ ✷✮✳ ❚❤❡♥ ∣▼∣ϕ = (−✶)α(± √ ✷)χ(❙ϕ✵), ✇❤❡r❡ α ❞❡♥♦t❡s t❤❡ ♥✉♠❜❡r ♦❢ ♦❝t❛❣♦♥s ✐♥ ❙ϕ✳ Pr♦♦❢ ✭s❦❡t❝❤✮✿

slide-26
SLIDE 26

❆❧❣♦r✐t❤♠ ■■✿ β✶(▼,Z✷)

❚❤❡♦r❡♠ ✭▼❛r✐❛✱ ❙✳ ✷✵✶✼✮ ▼ ✶✲✈❡rt❡①✱ ♥✲t❡tr❛❤❡❞r❛ tr✐❛♥❣✉❧❛t❡❞ ✸✲♠❛♥✐❢♦❧❞ ✇✐t❤ ✜rst ❇❡tt✐ ♥✉♠❜❡r β✶(▼,Z✷)✳ ❚❤❡♥ t❤❡r❡ ❡①✐sts ❛♥ ❛❧❣♦r✐t❤♠ t♦ ❝♦♠♣✉t❡ ❚❱✹,q(▼) ✇✐t❤ r✉♥♥✐♥❣ t✐♠❡ ❖(✷β✶(▼,Z✷)♥✸) ✐♥ ❖(♥✷) ♠❡♠♦r② ❛♥❞ ✇✐t❤ ❖(✷β✶(▼,Z✷)) ❝②❝❧♦t♦♠✐❝ ✜❡❧❞ ♦♣❡r❛t✐♦♥s✳ Pr❛❝t✐❝❛❧ ✐♠♣r♦✈❡♠❡♥ts✿ ◆❡✇ ❛❧❣♦✳ ❚r❡❡✇✐❞t❤ ❛❧❣♦✳✻ Z✲❤♦♠✳ ✐♥ ❘❡❣✐♥❛ ≤ ✶✶ t❡t✳ ❝❡♥s✉s ✶✵.✾✻ s❡❝✳ ✹✾✽ s❡❝✳ ✼.✼✷ s❡❝✳ ❚❤❡♦r❡t✐❝❛❧ ✐♠♣r♦✈❡♠❡♥ts✿ ❉✐st✐♥❣✉✐s❤❡s r♦✉❣❤❧② t✇✐❝❡ ❛s ♠❛♥② ♠❛♥✐❢♦❧❞s ❛s Z✲❤♦♠♦❧♦❣② ♦♥ ✐ts ♦✇♥

✻❇✉rt♦♥✱ ▼❛r✐❛✱ ❙✳✱ ❆❧❣♦r✐t❤♠s ❛♥❞ ❝♦♠♣❧❡①✐t② ❢♦r ❚✉r❛❡✈✲❱✐r♦ ✐♥✈✬s✳✱ ✷✵✶✺

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SLIDE 27

❆❧❣♦r✐t❤♠ ■■✿ β✶(▼,Z✷)

Treewidth−FPT (seconds) β1−FPT (seconds) 0.001 0.003 0.01 0.03 0.1 0.3 0.00003 0.0001 0.0003 0.001 0.003 0.01

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  • β1 = 1 (5632 points)

β1 = 2 (2043 points) β1 = 3 (334 points) β1 = 4 (19 points) tw = 1 (2143 points) tw = 2 (10902 points) tw = 3 (14 points) tw = 4 (337 points) tw = 5 (1 point) equal time

❘✉♥♥✐♥❣ t✐♠❡s ❢♦r ❚❱✹,✶ ❢♦r t❤❡ ♠✐♥✐♠❛❧ ✶✶✲t❡tr❛❤❡❞r❛ tr✐❛♥❣✉❧❛t✐♦♥s ♦❢ ❝❧♦s❡❞ ♣r✐♠❡ ♦r✐❡♥t❛❜❧❡ ✸✲♠❛♥✐❢♦❧❞s✳

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SLIDE 28

❚❤❛♥❦ ②♦✉

❇❡♥❥❛♠✐♥ ❆✳ ❇✉rt♦♥✱ ❈❧é♠❡♥t ▼❛r✐❛✱ ❏♦♥❛t❤❛♥ ❙♣r❡❡r✱ ❆❧❣♦r✐t❤♠s ❛♥❞ ❝♦♠♣❧❡①✐t② ❢♦r ❚✉r❛❡✈✲❱✐r♦ ✐♥✈❛r✐❛♥ts✳ ❆✉t♦♠❛t❛✱ ▲❛♥❣✉❛❣❡s✱ ❛♥❞ Pr♦❣r❛♠♠✐♥❣✿ ✹✷♥❞ ■♥t❡r♥❛t✐♦♥❛❧ ❈♦❧❧♦q✉✐✉♠✱ ■❈❆▲P ✷✵✶✺✱ ❑②♦t♦✳ Pr♦❝❡❡❞✐♥❣s✱ P❛rt ✶✱ ♣❣✳ ✷✽✶✕✷✾✸✳ ❛r❳✐✈✿✶✺✵✸✳✵✹✵✾✾✳ ❈❧é♠❡♥t ▼❛r✐❛✱ ❏♦♥❛t❤❛♥ ❙♣r❡❡r✱ ❆ ♣♦❧②♥♦♠✐❛❧ t✐♠❡ ❛❧❣♦r✐t❤♠ t♦ ❝♦♠♣✉t❡ q✉❛♥t✉♠ ✐♥✈❛r✐❛♥ts ♦❢ ✸✲♠❛♥✐❢♦❧❞s ✇✐t❤ ❜♦✉♥❞❡❞ ✜rst ❇❡tt✐ ♥✉♠❜❡r✳ Pr♦❝❡❡❞✐♥❣s ♦❢ t❤❡ ❆❈▼✲❙■❆▼ ❙②♠♣♦s✐✉♠ ♦♥ ❉✐s❝r❡t❡ ❆❧❣♦r✐t❤♠s ✭❙❖❉❆ ✷✵✶✼✮✱ ♣❣✳ ✷✼✷✶✕✷✼✸✷✳ ❛r❳✐✈✿✶✻✵✼✳✵✷✷✶✽✳