2026-05-25

๋…ผ๋ฌธ ์ œ๋ชฉ์€ The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems์ด๊ณ , arXiv ์‹๋ณ„์ž

๐Ÿ’ก ํ•œ์ค„ ์š”์•ฝ|๋…ผ๋ฌธ ์ œ๋ชฉ์€ The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems์ด๊ณ , arXiv ์‹๋ณ„์ž

์ƒˆ arXiv ๋…ผ๋ฌธ์ด ์‹ ๋ขฐ ๊ฐ€๋Šฅํ•œ AI๋ฅผ ์œ„ํ•ด '๋ฌด์—‡์ด ์›์ฒœ์ ์œผ๋กœ ๋ถˆ๊ฐ€๋Šฅํ•œ์ง€'๋ถ€ํ„ฐ ์„ค๊ณ„ํ•ด์•ผ ํ•œ๋‹ค๊ณ  ์ œ์•ˆํ–ˆ์–ด์š”.

๋…ผ๋ฌธ ์ œ๋ชฉ์€ The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems์ด๊ณ , arXiv ์‹๋ณ„์ž๋Š” 2605.23024์˜ˆ์š”. ์—ฐ๊ตฌ์˜ ์ดˆ์ ์€ ์„ฑ๋Šฅ ํ–ฅ์ƒ๋ณด๋‹ค ์‹ ๋ขฐ์„ฑ ์กฐ๊ฑด์„ ๋จผ์ € ๋ช…์„ธํ•˜๋Š” ์ชฝ์— ๋งž์ถฐ์ ธ ์žˆ๊ฑฐ๋“ ์š”.

ํ•ต์‹ฌ ๋ฉ”์‹œ์ง€๋Š” ๋ช…ํ™•ํ•ด์š”. AI ์•ˆ์ „ยท์ •๋ ฌ ๋…ผ์˜์—์„œ ๊ฐ€๋Šฅํ•œ ๊ฒƒ๋งŒ ๋‚˜์—ดํ•˜๊ธฐ๋ณด๋‹ค, ์ด๋ก ์ ์œผ๋กœ ๋‹ฌ์„ฑ ๋ถˆ๊ฐ€๋Šฅํ•œ ๊ฒฝ๊ณ„๋ฅผ ์„ค๊ณ„ ์ž…๋ ฅ๊ฐ’์œผ๋กœ ์‚ผ์•„ ์‹œ์Šคํ…œ ์š”๊ตฌ์‚ฌํ•ญ์„ ๋‹ค์‹œ ์งœ์•ผ ํ•œ๋‹ค๋Š” ๊ฑฐ์˜ˆ์š”.

์ด ๊ธ€์ด ์–ด๋• ๋‚˜์š”?

๊ด€๋ จ ๊ธ€

์ด ๋…ผ๋ฌธ์€ ๋Œ€ํšŒํ˜• ์ˆ˜ํ•™์ด๋‚˜ ์ •ํ˜• ์ •๋ฆฌ์ฆ๋ช… ๋Œ€์‹ , ์žฅ๊ธฐ ์ถ”๋ก ยท๋ฌธํ—Œ ๊ทผ๊ฑฐยท๋ฐ˜๋ณต์  ์ฆ๋ช… ์ˆ˜์ •์ด ํ•„์š”ํ•œ ์—ฐ๊ตฌ ๋ฌธ์ œ๋ฅผ ๊ฒจ๋ƒฅํ–ˆ์–ด์š”

์ด ๋…ผ๋ฌธ์€ ๋Œ€ํšŒํ˜• ์ˆ˜ํ•™์ด๋‚˜ ์ •ํ˜• ์ •๋ฆฌ์ฆ๋ช… ๋Œ€์‹ , ์žฅ๊ธฐ ์ถ”๋ก ยท๋ฌธํ—Œ ๊ทผ๊ฑฐยท๋ฐ˜๋ณต์  ์ฆ๋ช… ์ˆ˜์ •์ด ํ•„์š”ํ•œ ์—ฐ๊ตฌ ๋ฌธ์ œ๋ฅผ ๊ฒจ๋ƒฅํ–ˆ์–ด์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”

๊ธฐ์กด SHAP์€ ์ปดํฌ๋„ŒํŠธ ์กฐํ•ฉ์„ ๊ณ„์† ํ‰๊ฐ€ํ•ด์•ผ ํ•ด์„œ, ์„œ๋“œํŒŒํ‹ฐ APIยท๋ถˆํˆฌ๋ช… ์—”๋“œํฌ์ธํŠธ ํ™˜๊ฒฝ์—์„  ํ•œ๊ณ„๊ฐ€ ์ปธ๊ฑฐ๋“ ์š”

๊ธฐ์กด SHAP์€ ์ปดํฌ๋„ŒํŠธ ์กฐํ•ฉ์„ ๊ณ„์† ํ‰๊ฐ€ํ•ด์•ผ ํ•ด์„œ, ์„œ๋“œํŒŒํ‹ฐ APIยท๋ถˆํˆฌ๋ช… ์—”๋“œํฌ์ธํŠธ ํ™˜๊ฒฝ์—์„  ํ•œ๊ณ„๊ฐ€ ์ปธ๊ฑฐ๋“ ์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”

arXiv 2605.22883์€ A-LEMS๋ผ๋Š” ์ธก์ • ํ”„๋ ˆ์ž„์›Œํฌ๋กœ EpG(Energy per Successful Goal)๋ฅผ ์ œ์•ˆํ–ˆ์–ด์š”

arXiv 2605.22883์€ A-LEMS๋ผ๋Š” ์ธก์ • ํ”„๋ ˆ์ž„์›Œํฌ๋กœ EpG(Energy per Successful Goal)๋ฅผ ์ œ์•ˆํ–ˆ์–ด์š”.

์žก๋Œ์Œค2๋ถ„ ์†Œ์š”