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Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanations

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Leopoldo Bertossi

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์„ค๋ช… ๊ฐ€๋Šฅํ•œ AI(XAI) ๊ด€์ ์—์„œ ์ผ๊ด€์„ฑ ๊ธฐ๋ฐ˜ ์ง„๋‹จ(CBD)๊ณผ ์‹ค์ œ ์ธ๊ณผ ๊ด€๊ณ„ ๋ฐ ์ธ๊ณผ์  ์ฑ…์ž„ ๊ฐ„์˜ ์—ฐ๊ฒฐ์ ์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค. CBD๋Š” XAI ๋ถ„์•ผ์—์„œ ์ฃผ๋ชฉ๋ฐ›์ง€ ๋ชปํ–ˆ์ง€๋งŒ, ์ด ๋‘ ์˜์—ญ์˜ ์—ฐ๊ฒฐ์€ XAI ๋ฐ ์„ค๋ช… ๊ฐ€๋Šฅํ•œ ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ์— ๊ธ์ •์ ์ธ ์˜ํ–ฅ์„ ๋ฏธ์น  ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
XAI ๋ถ„์•ผ์—์„œ ์ƒ๋Œ€์ ์œผ๋กœ ๊ฐ„๊ณผ๋˜์—ˆ๋˜ ์ผ๊ด€์„ฑ ๊ธฐ๋ฐ˜ ์ง„๋‹จ(CBD)๊ณผ ์‹ค์ œ ์ธ๊ณผ ๊ด€๊ณ„ ๋ฐ ์ธ๊ณผ์  ์ฑ…์ž„ ๊ฐ„์˜ ์ด๋ก ์  ์—ฐ๊ฒฐ์„ ํ™•๋ฆฝํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์ด๋Ÿฌํ•œ ์—ฐ๊ฒฐ์€ XAI ๋ฐ ์„ค๋ช… ๊ฐ€๋Šฅํ•œ ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ์— ์ƒˆ๋กœ์šด ํ†ต์ฐฐ๊ณผ ๋ฐœ์ „ ๊ฐ€๋Šฅ์„ฑ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
(ํ•œ๊ณ„์  ๋˜๋Š” ํ–ฅํ›„ ๊ณผ์ œ) CBD์™€ ์‹ค์ œ ์ธ๊ณผ ๊ด€๊ณ„์˜ ์‹ค์ œ ์ ์šฉ ๋ฐ ๊ตฌํ˜„ ๋ฐฉ์•ˆ์— ๋Œ€ํ•œ ์ถ”๊ฐ€ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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