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❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ♦♥ ♠❛ss✐✈❡❧② ♣❛r❛❧❧❡❧ s②st❡♠s

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ P❤✐❧✐♣♣❡ ▲❛♥❣❧♦✐s ❛♥❞ ❉❛✈✐❞ P❛r❡❧❧♦

❯♥✐✈❡rs✐t② ♦❢ P❡r♣✐❣♥❛♥ ❱✐❛ ❉♦♠✐t✐❛

❘❆■▼ ✲ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶ ✴ ✷✾

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

▲✐♠✐t❡❞ ♠❛❝❤✐♥❡ ♣r❡❝✐s✐♦♥ ❯s✐♥❣ ✢♦❛t✐♥❣ ♣♦✐♥t ♥✉♠❜❡rs ❛s ❛♣♣r♦①✐♠❛t✐♦♥✳ ① − → ❳ ❂ ✢✭①✮ ✐❢ ① / ∈ ❋ ♦r ① ✐❢ ① ∈ ❋✳ ❳ ✰ ❨ = ❳ ⊕ ❨ ❂ ✢✭❳ ✰ ❨✮✳ ■❊❊❊✲✼✺✹ st❛♥❞❛r❞ ❞❡✜♥❡s s❡✈❡r❛❧ r♦✉♥❞✐♥❣ ♠♦❞❡s✳ ① + ② ① ⊕ ②

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷ ✴ ✷✾

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

◆♦♥✲❛ss♦❝✐❛t✐✈✐t② ♦❢ ❛❞❞✐t✐♦♥ ❆ ⊕ ✭❇ ⊕ ❈✮ = ✭❆ ⊕ ❇✮ ⊕ ❈✳ ❈❛t❛str♦♣❤✐❝ ❝❛♥❝❡❧❛t✐♦♥ ✿ ▼ ❂ ✷✺✸❀ ✵ ❂ ✲▼ ⊕ ✭▼ ⊕ ✶✮ = ✭✲▼ ⊕ ▼✮ ⊕ ✶ ❂ ✶✳ ◆♦♥✲r❡♣r♦❞✉❝✐❜✐❧✐t② ♦❢ s✉♠♠❛t✐♦♥ ❋♦r ❛ s✉♠ ✭♥

✐=✶ ❳✐✮✱ t❤❡ ✜♥❛❧ r❡s✉❧t ❞❡♣❡♥❞s ♦♥ t❤❡ ♦r❞❡r ♦❢ t❤❡ ❝♦♠♣✉t❛t✐♦♥s✳

❲❤② s❤♦✉❧❞ ♦♣❡r❛t✐♦♥s ♦r❞❡r ❜❡ ❞✐✛❡r❡♥t✳

❉✐✛❡r❡♥t ♠✐❝r♦✲❛r❝❤✐t❡❝t✉r❡s ✭❞✐✛❡r❡♥t ✐♥str✉❝t✐♦♥ s❡ts✮✳ ❉✐✛❡r❡♥t ❝♦♠♣✐❧❡rs ✭♦r ❡✈❡♥ ✈❡rs✐♦♥s ♦❢ ❝♦♠♣✐❧❡rs✮✳ ❉❛t❛ ❛❧✐❣♥♠❡♥t✳ ❉②♥❛♠✐❝ s❝❤❡❞✉❧✐♥❣✳ ◆♦♥✲❞❡t❡r♠✐♥✐st✐❝ r❡❞✉❝t✐♦♥✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✸ ✴ ✷✾

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

■s ♥✉♠❡r✐❝❛❧ r❡♣r♦❞✉❝✐❜✐❧✐t② r❡❛❧❧② ✐♠♣♦rt❛♥t ❄ ■♠♣♦rt❛♥t ❢♦r ❞❡❜✉❣❣✐♥❣✳ ■♠♣♦rt❛♥t ❢♦r ✈❛❧✐❞❛t✐♥❣ r❡s✉❧ts✳ ❘❡♣r♦❞✉❝✐❜✐❧✐t② ✿ ❖♥❡ ♦❢ t♦♣ ✶✵ ❡①❛s❝❛❧❡ r❡s❡❛r❝❤ ❝❤❛❧❧❡♥❣❡s ✭❯✳❙✳ ❉❡♣❛rt♠❡♥t ♦❢ ❊♥❡r❣② ❬❉❖❊❪✱ ✷✵✶✹✮✳

✶✵✶✽ ✢♦♣✴s✳ ▼✐❧❧✐♦♥s ♦❢ ❝♦r❡s✳

✧❘❡♣r♦❞✉❝✐❜✐❧✐t② ✇✐❧❧ ❜❡ ❡①♣❡♥s✐✈❡ ✐❢ ♥♦t ✐♠♣♦ss✐❜❧❡ t♦ ❛❝❤✐❡✈❡ ♦♥ ❡①❛s❝❛❧❡✧

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✹ ✴ ✷✾

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

❍♦✇ t♦ ✜① t❤❡ ♥✉♠❡r✐❝❛❧ r❡♣r♦❞✉❝✐❜✐❧✐t② ♣r♦❜❧❡♠ ❄

P❛r❛❧❧❡❧ ❧✐❜r❛r✐❡s s♦❧✉t✐♦♥s ❙t❛t✐❝ s❝❤❡❞✉❧✐♥❣✳ ❉❡t❡r♠✐♥✐st✐❝ r❡❞✉❝t✐♦♥✳

❆✈❛✐❧❛❜❧❡ ♦♥ ❖♣❡♥▼P ❛♥❞ ❚❇❇✳ ❘❡❝♦♠♠❡♥❞❡❞ ✐♥ ▼P■ ✸✳✵ st❛♥❞❛r❞✳

▼❑▲ ✭❈♦♥❞✐t✐♦♥❛❧ ◆✉♠❡r✐❝❛❧ ❘❡♣r♦❞✉❝✐❜✐❧✐t②✮✳ ❆❧❣♦r✐t❤♠✐❝ s♦❧✉t✐♦♥s ❉❡t❡r♠✐♥✐st✐❝ ❡rr♦r ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮✳

❘❡♣r♦❞❙✉♠✳ ❋❛st❘❡♣r♦❞❙✉♠✳ ❖♥❡❘❡❞✉❝t✐♦♥✳

❊♥❤❛♥❝❡❞ ♣r❡❝✐s✐♦♥✳

❍✐❣❤❡r ♣r❡❝✐s✐♦♥ ✭q✉❛❞r✉♣❧❡ ♣r❡❝✐s✐♦♥ ❢♦r ✐♥st❛♥❝❡✮✳

■♠♣r♦✈❡ ❛❝❝✉r❛❝② ❛♥❞ ❝♦♥s✐st❡♥❝② ✭❱✐❧❧❛ ❛♥❞ ❛❧✳✱ ✷✵✵✾✮✳ ❘❡♣r♦❞✉❝✐❜✐❧✐t② ✐s ♥♦t ❛❧✇❛②s ❣✉❛r❛♥t❡❡❞✳

❈♦rr❡❝t❧② r♦✉♥❞❡❞ ❛r✐t❤♠❡t✐❝✳

❋P ❡①♣❛♥s✐♦♥s ✰ ❙✉♣❡r ❛❝❝✉♠✉❧❛t♦rs ✭❙✳ ❈♦❧❧❛♥❣❡ ❛♥❞ ❛❧✳✱ ✷✵✶✹✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✺ ✴ ✷✾

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

❖✉r ❛✐♠

• ✉❛r❛♥t❡❡ t❤❡ ♥✉♠❡r✐❝❛❧ r❡♣r♦❞✉❝✐❜✐❧✐t② ❢♦r ❇▲❆❙ ✭❇❛s✐❝ ▲✐♥❡❛r ❆❧❣❡❜r❛ ❙✉❜r♦✉t✐♥❡s✮

▲❡✈❡❧ ✶ ✿ ♠❛①✱ ♠✐♥✱ s❝❛❧✱ ❛①♣②✱ ♥♦r♠✱ ❛s✉♠✱ ❞♦t✳ ❞♦t ❝❛♥ ❜❡ tr❛♥s❢♦r♠❡❞ t♦ ❛ s✉♠ ♥

✐=✶ ❳✐ · ❨✐ = ✷♥ ✐=✶ ❩✐✳

❈♦♠♣✉t❡ ❛♥ ❛❝❝✉r❛t❡ s✉♠ ❙❡✈❡r❛❧ ❛❧❣♦r✐t❤♠s ❛✈❛✐❧❛❜❧❡✳ ■s t❤❡ ❝♦st ❛❝❝❡♣t❛❜❧❡ ❄

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✻ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❚❛❜❧❡ ♦❢ ❝♦♥t❡♥ts

✶

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

✷

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

✸

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

✹

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥

✺

❈♦♥❝❧✉s✐♦♥

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✼ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛① ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛①

σ

❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛①

σ

❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛①

σ

❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛①

σ

❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❘❡♣r♦❞❙✉♠ ❛♥❞ ❋❛st❘❡♣r♦❞❙✉♠ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ♠❛①

σ

❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r s❡q✉❡♥t✐❛❧ ❈♦♠♣✉t❡ ♠❛①✳ ❙✉♠ ❡❛❝❤ ❢♦❧❞✳ ❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ▼❛① ✭❘❡❞✉❝❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✽ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

❖♥❡❘❡❞✉❝t✐♦♥ ✭❉❡♠♠❡❧ ❛♥❞ ◆❣✉②❡♥✱ ✷✵✶✸✮

❊♠✐♥ ❊♠❛① ❳✶ ❳✷ ❳✸ ... ... ❳♥ ❚❤r❡❛❞ ✵ ❚❤r❡❛❞ ✶ ❚❤r❡❛❞ ✷

❙t❡♣s ❢♦r ♣❛r❛❧❧❡❧ ▼❛① ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❈♦♠♣✉t❡✮✳ ❙✉♠ ✭❘❡❞✉❝❡✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✾ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❚❛❜❧❡ ♦❢ ❝♦♥t❡♥ts

✶

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

✷

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

✸

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

✹

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥

✺

❈♦♥❝❧✉s✐♦♥

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✵ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❋❛✐t❤❢✉❧❧② r♦✉♥❞❡❞ ✭♦♥❡ ♦❢ t❤❡ ✢♦❛t✐♥❣✲♣♦✐♥t ♥❡✐❣❤❜♦rs✮ ❋❛st❙✉♠ ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✵✺✮✳ ❆❝❝❙✉♠ ✭❘✉♠♣ ❛♥❞ ❛❧✳✱ ✷✵✵✽✮✳ ❋❛st❆❝❝❙✉♠ ✭❘✉♠♣✱ ✷✵✵✽✮✳ ❈♦rr❡❝t❧② r♦✉♥❞❡❞ ✭❛❝❝♦r❞✐♥❣ t♦ t❤❡ r♦✉♥❞✐♥❣ ♠♦❞❡✮ ◆❡❛r❙✉♠ ✭❘✉♠♣ ❛♥❞ ❛❧✳✱ ✷✵✵✽✮✳ ✐❋❛st❙✉♠ ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✵✾✮✳ ❍②❜r✐❞❙✉♠ ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✵✾✮✳ ❖♥❧✐♥❡❊①❛❝t ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✶✵✮✳

❋❛✐t❤❢✉❧❧② r♦✉♥❞❡❞ ❋❛✐t❤❢✉❧❧② r♦✉♥❞❡❞ ❳✐ ❳✐ ❘❚◆ ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✶ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❊①♣❡r✐♠❡♥t❛❧ ❢r❛♠❡✇♦r❦

■♠♣❧❡♠❡♥t❛t✐♦♥ ■♠♣❧❡♠❡♥t❡❞ ✉s✐♥❣ ❈ ❧❛♥❣✉❛❣❡✳ ❈♦♠♣✐❧❡r ■♥t❡❧ ■❈❈ ✶✹✳✵✳✷✳ ❖♣t✐♦♥s ✿ ✲❖✸ ✲①❍♦st ✲❢♣✲♠♦❞❡❧ ❞♦✉❜❧❡ ✲❢♣✲♠♦❞❡❧ str✐❝t ✲❢✉♥r♦❧❧✲❛❧❧✲❧♦♦♣s✳ ❍❛r❞✇❛r❡ ✐✼✲✸✺✹✵▼ ❛t ✸ ●❍③✳ ❚✉r❜♦ ❜♦♦st t✉r♥❡❞ ♦✛✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✷ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❍②❜r✐❞❙✉♠ ❛♥❞ ❖♥❧✐♥❡❊①❛❝t ❞♦ ♥♦t ❞❡♣❡♥❞ ♦♥ t❤❡ ❝♦♥❞✐t✐♦♥ ♥✉♠❜❡r

■♠♣❧❡♠❡♥t❛t✐♦♥ ▼❛♥✉❛❧❧② ♦♣t✐♠✐③❡❞ ✈❡rs✐♦♥ ❢♦r ❛❧❧ ❛❧❣♦r✐t❤♠s✳ ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✻✳

10 15 20 25 30 1e+07 2e+07 3e+07 4e+07

log10(condition) runtime(cycles)

OnlineExactDot HybridSumDot AccSumDot FastAccSumDot

◆♦t❡ ❍❙ ❛♥❞ ❖▲❊ ✿ ❝♦♥❞✐t✐♦♥ ♥✉♠❜❡r ✐♥❞❡♣❡♥❞❡♥ts✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✸ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❆❧❣♦r✐t❤♠ ❖♥❧✐♥❡❊①❛❝t ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✶✵✮

❬ ❪

❳[♥]

❬ ❪

❈✶[✷✵✹✽]

❬ ❪

❈✷[✷✵✹✽] ❋❛st❚✇♦❙✉♠(❳✐ , ❈✶❡①♣(❳✐ )) ❈✷❡①♣(❳✐ ) ✐❋❛st❙✉♠(❈✶ ∪ ❈✷) ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✹ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❉♦t ✇✐t❤ ❖♥❧✐♥❡❊①❛❝t ✭❩❤✉ ❛♥❞ ❍❛②❡s✱ ✷✵✶✵✮

❬ ❪

❳[♥]

❬ ❪

❨ [♥]

❬ ❪

❈✶[✷✵✹✽]

❬ ❪

❈✷[✷✵✹✽] ❚✇♦Pr♦❞(❳✐ , ❨✐ ) r❡s✉❧t ❡rr♦r ✐❋❛st❙✉♠(❈✶ ∪ ❈✷) ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✺ ✴ ✷✾

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

❍②❜r✐❞❙✉♠ ❛♥❞ ❖♥❧✐♥❡❊①❛❝t ❛r❡ ♥♦t ❡✣❝✐❡♥t ❢♦r s♠❛❧❧ ✈❡❝t♦rs

■♠♣❧❡♠❡♥t❛t✐♦♥ ▼❛♥✉❛❧❧② ♦♣t✐♠✐③❡❞ ✈❡rs✐♦♥ ❢♦r ❛❧❧ ❛❧❣♦r✐t❤♠s✳ ❊♥tr② ✈❡❝t♦rs ❝♦♥❞✐t✐♦♥ ❂ ✶✵✶✻✳

2 3 4 5 6 7 8 9 10 20 30 40

log10(size) runtime(cycles) / size

OnlineExactDot HybridSumDot AccSumDot FastAccSumDot

◆♦t❡ ❍❙ ❛♥❞ ❖▲❊ ✿ ♠♦r❡ ❡✣❝✐❡♥t ❢♦r ❧❛r❣❡ ✈❡❝t♦rs✳ ▼✐①❡❞ s♦❧✉t✐♦♥ ✐s ♣♦ss✐❜❧❡✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✻ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥

❚❛❜❧❡ ♦❢ ❝♦♥t❡♥ts

✶

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

✷

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

✸

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

✹

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ P❛r❛❧❧❡❧ ❘❚◆ ❛❧❣♦r✐t❤♠ ❊①♣❡r✐♠❡♥t❛❧ ❢r❛♠❡✇♦r❦ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

✺

❈♦♥❝❧✉s✐♦♥

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✼ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ P❛r❛❧❧❡❧ ❘❚◆ ❛❧❣♦r✐t❤♠

P❛r❛❧❧❡❧ ❖♥❧✐♥❡❊①❛❝t ✭✷ ♣r♦❝❡ss♦rs ❝❛s❡✮

❬ ❪

❳[♥]

❬ ❪

❨ [♥]

❬ ❪ ❬ ❪ ❬ ❪

❳ ♥

❬ ❪

❨ ♥

❬ ❪

❈✶

❬ ❪

❈✷

❬ ❪

❈✶

❬ ❪

❈✷ ❡①♣ ❛❝❝✉♠✉❧❛t❡ ❡①♣ ❛❝❝✉♠✉❧❛t❡

❬ ❪ ❬ ❪

❞✐st✐❧❧❛t✐♦♥ ❞✐st✐❧❧❛t✐♦♥

❬ ❪

❈ ✐❋❛st❙✉♠ ❈ ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✽ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ P❛r❛❧❧❡❧ ❘❚◆ ❛❧❣♦r✐t❤♠

P❛r❛❧❧❡❧ ❖♥❧✐♥❡❊①❛❝t ✭✷ ♣r♦❝❡ss♦rs ❝❛s❡✮

❬ ❪

❳ ♥

❬ ❪

❨ ♥

❬ ❪ ❬ ❪ ❬ ❪

❳[♥]

❬ ❪

❨ [♥]

❬ ❪

❈✶

❬ ❪

❈✷

❬ ❪

❈✶

❬ ❪

❈✷ ❡①♣ ❛❝❝✉♠✉❧❛t❡ ❡①♣ ❛❝❝✉♠✉❧❛t❡

❬ ❪ ❬ ❪

❞✐st✐❧❧❛t✐♦♥ ❞✐st✐❧❧❛t✐♦♥

❬ ❪

❈ ✐❋❛st❙✉♠ ❈ ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✽ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ P❛r❛❧❧❡❧ ❘❚◆ ❛❧❣♦r✐t❤♠

P❛r❛❧❧❡❧ ❖♥❧✐♥❡❊①❛❝t ✭✷ ♣r♦❝❡ss♦rs ❝❛s❡✮

❬ ❪

❳ ♥

❬ ❪

❨ ♥

❬ ❪ ❬ ❪ ❬ ❪

❳[♥]

❬ ❪

❨ [♥]

❬ ❪

❈✶

❬ ❪

❈✷

❬ ❪

❈✶

❬ ❪

❈✷ ❡①♣ ❛❝❝✉♠✉❧❛t❡ ❡①♣ ❛❝❝✉♠✉❧❛t❡

❬ ❪ ❬ ❪

❞✐st✐❧❧❛t✐♦♥ ❞✐st✐❧❧❛t✐♦♥

∪

❬ ❪

❈ ✐❋❛st❙✉♠(❈) ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✽ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ ❢r❛♠❡✇♦r❦

❊①♣❡r✐♠❡♥t❛❧ ❢r❛♠❡✇♦r❦

❍❛r❞✇❛r❡ ❖❈❈■●❊◆ ✭✷✻t❤ s✉♣❡r❝♦♠♣✉t❡r ✐♥ t♦♣✺✵✵ ❧✐st✮✳ ✹✷✶✷ ❳❡♦♥ ❊✺✲✷✻✾✵ ✈✸ s♦❝❦❡t ✭▲✸ ❝❛❝❤❡ ❂ ✸✵ ▼✮✳ ✶✷ ❝♦r❡s ♦♥ ❡❛❝❤ s♦❝❦❡t✳ ❙♦❢t✇❛r❡ ■♥t❡❧ ■❈❈ ✶✺✳✵✳✵✳ ❖♣❡♥▼P ✹✳✵ ✭■♥tr❛ s♦❝❦❡t ♣❛r❛❧❧❡❧✐s♠✮✳ ❖♣❡♥▼P■ ✭■♥t❡r s♦❝❦❡t ❝♦♠♠✉♥✐❝❛t✐♦♥s✮✳ ❆❧❣♦r✐t❤♠s ❈❧❛ss✐❝ ❞♦t ✭▼❑▲ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ✰ ▼P■ r❡❞✉❝t✐♦♥✮✳ ❘❡♣r♦❞✉❝✐❜❧❡ ❞♦t ✭❘❡♣r♦❞❉♦t✱ ❋❛st❘❡♣r♦❞❉♦t✱ ❖♥❡❘❡❞✉❝t✐♦♥✮✳ ❈♦rr❡❝t❧② r♦✉♥❞❡❞ ❞♦t ✭P❛r❛❧❧❡❧ ✈❡rs✐♦♥ ♦❢ ❖♥❧✐♥❡❊①❛❝t ❛♥❞ ❍②❜r✐❞❙✉♠✮✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✶✾ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

❙✐♥❣❧❡ s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶✳ ★t❤r❡❛❞s ❂ ✶ ✳✳ ✶✷ ♦♥ s✐♥❣❧❡ s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✻✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 12 2e+06 4e+06 6e+06 8e+06 1e+07 1.2e+07 1.4e+07

threads runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡ ❈❧❛ss✐❝ ❞♦t ✐s ♠❡♠♦r② ❜♦✉♥❞❡❞✳ ❉❛t❛ ❤♦❧❞ ✐♥ ❧❡✈❡❧ ✸ ❝❛❝❤❡✳ ❘❡♣r♦❞❉♦t ❛♥❞ ❋❛st❘❡♣r♦❞❉♦t ❛✈♦✐❞ s❡❝♦♥❞ ♠❡♠♦r② ❛❝❝❡ss✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✵ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

❙✐♥❣❧❡ s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶✳ ★t❤r❡❛❞s ❂ ✶ ✳✳ ✶✷ ♦♥ s✐♥❣❧❡ s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✼✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 12 2e+07 4e+07 6e+07 8e+07 1e+08 1.2e+08 1.4e+08

threads runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡ ❉❛t❛ ❞♦ ♥♦t ❤♦❧❞ ✐♥ ❝❛❝❤❡✳ ▼❡♠♦r② ❝♦st ✐s ♠♦r❡ ✐♠♣♦rt❛♥t ❢♦r ❘❡♣r♦❞❉♦t ❛♥❞ ❋❛st❘❡♣r♦❞❉♦t✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✶ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

▼✉❧t✐✲s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶ ✳✳ ✶✷✽✳ ★t❤r❡❛❞s ❂ ✽ ♣❡r s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✻✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 16 32 64 128 500000 1e+06 1.5e+06 2e+06

sockets runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡ ❙♠❛❧❧ ❞❛t❛s❡t✳ ❲❡ ❞♦ ♥♦t ♥❡❡❞ t♦♦ ♠✉❝❤ s♦❝❦❡ts✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✷ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

▼✉❧t✐✲s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶ ✳✳ ✶✷✽✳ ★t❤r❡❛❞s ❂ ✶✷ ♣❡r s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✻✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 16 32 64 128 500000 1e+06 1.5e+06 2e+06

sockets runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡ ❙♠❛❧❧ ❞❛t❛s❡t✳ ❲❡ ❞♦ ♥♦t ♥❡❡❞ t♦♦ ♠✉❝❤ s♦❝❦❡ts✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✸ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

▼✉❧t✐✲s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶ ✳✳ ✶✷✽✳ ★t❤r❡❛❞s ❂ ✽ ♣❡r s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✼✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 16 32 64 128 5e+06 1e+07 1.5e+07 2e+07 2.5e+07 3e+07 3.5e+07

sockets runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡

• ♦♦❞ s❝❛❧✐♥❣ ❢♦r ❧❛r❣❡ ❞❛t❛s❡ts✳

❚✇♦ ❝♦♠♠✉♥✐❝❛t✐♦♥s ❝♦st ❧✐♠✐ts ❘❡♣r♦❞❉♦t ❛♥❞ ❋❛st❘❡♣r♦❞❉♦t✳ ❲❡ ♥❡❡❞ ♦♥❧② ♦♥❡ ❝♦♠♠✉♥✐❝❛t✐♦♥ ❢♦r ❖♥❡❘❡❞✉❝t✐♦♥✱ ❍②❜r✐❞❙✉♠ ❛♥❞ ❖♥❧✐♥❡❊①❛❝t✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✹ ✴ ✷✾

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts

▼✉❧t✐✲s♦❝❦❡t r❡s✉❧ts

❝♦♥✜❣✉r❛t✐♦♥s ★s♦❝❦❡ts ❂ ✶ ✳✳ ✶✷✽✳ ★t❤r❡❛❞s ❂ ✶✷ ♣❡r s♦❝❦❡t✳ ❞❛t❛s❡t ❊♥tr② ✈❡❝t♦rs s✐③❡ ❂ ✶✵✼✳ ❈♦♥❞✐t✐♦♥ ♥✉♠❜❡r ❂ ✶✵✸✷✳

1 2 4 8 16 32 64 128 5e+06 1e+07 1.5e+07 2e+07 2.5e+07 3e+07 3.5e+07

sockets runtime(cycles)

ClassicDot OneReductionDot FastReprodDot ReprodDot OnlineExactDot HybridSumDot

◆♦t❡

• ♦♦❞ s❝❛❧✐♥❣ ❢♦r ❧❛r❣❡ ❞❛t❛s❡ts✳

❚✇♦ ❝♦♠♠✉♥✐❝❛t✐♦♥s ❝♦st ❧✐♠✐ts ❘❡♣r♦❞❉♦t ❛♥❞ ❋❛st❘❡♣r♦❞❉♦t✳ ❲❡ ♥❡❡❞ ♦♥❧② ♦♥❡ ❝♦♠♠✉♥✐❝❛t✐♦♥ ❢♦r ❖♥❡❘❡❞✉❝t✐♦♥✱ ❍②❜r✐❞❙✉♠ ❛♥❞ ❖♥❧✐♥❡❊①❛❝t✳ ❯s✐♥❣ ❛❧❧ ❝♦r❡s ✿ ❛❞✈❛♥t❛❣❡♦✉s ❢♦r ❘❚◆ ✐♠♣❧❡♠❡♥t❛t✐♦♥s✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✺ ✴ ✷✾

❈♦♥❝❧✉s✐♦♥

❚❛❜❧❡ ♦❢ ❝♦♥t❡♥ts

✶

■♥tr♦❞✉❝t✐♦♥ ❛♥❞ ♣r♦❜❧❡♠❛t✐❝

✷

❆❧❣♦r✐t❤♠s ❢♦r r❡♣r♦❞✉❝✐❜✐❧✐t②

✸

Pr❡❝✐s❡ s✉♠♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s

✹

❈♦st ♦❢ ♣❛r❛❧❧❡❧ ✐♠♣❧❡♠❡♥t❛t✐♦♥

✺

❈♦♥❝❧✉s✐♦♥

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✻ ✴ ✷✾

❈♦♥❝❧✉s✐♦♥

❈♦♥❝❧✉s✐♦♥

❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❘❚◆ ❝♦st ❢♦r ❧❡✈❡❧ ✶ ❇▲❆❙ ✐s ❛❝❝❡♣t❛❜❧❡ ♦♥ ♠❛ss✐✈❡❧② ♠✉❧t✐✲t❤r❡❛❞ s②st❡♠s✳ ❖✉r s♦❧✉t✐♦♥ ❞♦ ♥♦t ❞❡♣❡♥❞ ♦♥ ❝♦♥❞✐t✐♦♥✳ ■♥tr❛✲s♦❝❦❡t ♣❡r❢♦r♠❛♥❝❡ ❢♦r ❝❧❛ss✐❝ ❞♦t ✐s ♠❡♠♦r② ❜♦✉♥❞❡❞✳ ❖♥❧② ♦♥❡ ❝♦♠♠✉♥✐❝❛t✐♦♥ ✐s r❡q✉✐r❡❞✳ ❙❝❛❧❡ ❝♦rr❡❝t❧② ✉♣ t♦ ✶✷✽ s♦❝❦❡ts✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✼ ✴ ✷✾

❈♦♥❝❧✉s✐♦♥

❋✉t✉r❡ ✇♦r❦

❋✉t✉r❡ ✇♦r❦ ▲❡✈❡❧ ✷ ❇▲❆❙✳

• ❊▼❱✳

❚❘❙❱✳

▲❡✈❡❧ ✸ ❇▲❆❙ ✇✐❧❧ ♥♦t ❜❡ ❡❛s②✳

❉●❊▼▼ ✉t✐❧✐s❡ ✾✺✪ ♦❢ ♣❡❛❦ ♣❡r❢♦r♠❛♥❝❡✳ ❯s❡❞ ❛❧❣♦r✐t❤♠s ❛r❡ ♥♦t ❛❞❛♣t❡❞ t♦ ✇♦r❦ ♦♥ ❜❧♦❝❦s✳ ❙♦♠❡ ♦♣❡r❛t✐♦♥s ❝❛♥ ♥♦t ❜❡ ✈❡❝t♦r✐s❡❞✳ ◆♦ ❜❛❧❛♥❝❡ ❜❡t✇❡❡♥ ❋P ❛❞❞✐t✐♦♥s ❛♥❞ ♠✉❧t✐♣❧✐❝❛t✐♦♥s✳

❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✽ ✴ ✷✾

❈♦♥❝❧✉s✐♦♥ ❈❤❡♠s❡❞❞✐♥❡ ❈❤♦❤r❛ ✭❯P❱❉✮ ❘❡♣r♦❞✉❝✐❜❧❡ ❧❡✈❡❧ ✶ ❇▲❆❙ ❆♣r✐❧ ✵✼t❤ ✷✵✶✺ ✷✾ ✴ ✷✾