๋กœ๊ทธ์ธ

LiBaGS: Lightweight Boundary Gap Synthesis for Targeted Synthetic Data Selection

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  • Haebom
์นดํ…Œ๊ณ ๋ฆฌ
๋น„์–ด ์žˆ์Œ

์ €์ž

Abhishek Moturu, Anna Goldenberg, Babak Taati

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋‹ค์šด์ŠคํŠธ๋ฆผ ์ž‘์—…์— ์ค‘์š”ํ•œ ํ•™์Šต ๋ถ„ํฌ์˜ ๋ˆ„๋ฝ๋œ ๋ถ€๋ถ„์„ ์ฑ„์šฐ๋Š” ๋ฐ ์œ ์šฉํ•œ ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ๋ฅผ ์„ ๋ณ„ํ•˜๋Š” ๊ฒฝ๋Ÿ‰์˜ ์ƒ์„ฑ๊ธฐ ๋ถˆ๊ฐ€์ง€๋ก ์  ๋ฐฉ๋ฒ•์ธ LiBaGS๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. LiBaGS๋Š” ์˜์‚ฌ๊ฒฐ์ • ๊ฒฝ๊ณ„ ๊ทผ์ ‘์„ฑ, ์˜ˆ์ธก ๋ถˆํ™•์‹ค์„ฑ, ์‹ค์ œ ๋ฐ์ดํ„ฐ ๋ฐ€๋„, ์ง€์› ์œ ํšจ์„ฑ์„ ๊ฒฐํ•ฉํ•˜์—ฌ ํ›„๋ณด ํ•ฉ์„ฑ ์ƒ˜ํ”Œ์— ์ ์ˆ˜๋ฅผ ๋งค๊น€์œผ๋กœ์จ, ์„ ํƒ๋œ ์ƒ˜ํ”Œ์ด ์œ ์ตํ•˜๋ฉด์„œ๋„ ์‹ค์ œ ๋ฐ์ดํ„ฐ ๋‹ค์–‘์ฒด์— ๋‚จ์•„ ์žˆ์„ ๊ฐ€๋Šฅ์„ฑ์ด ๋†’๋„๋ก ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
LiBaGS๋Š” ๋‹จ์ˆœํžˆ ๋” ๋งŽ์€ ๋ฐ์ดํ„ฐ๋ฅผ ์ถ”๊ฐ€ํ•˜๊ฑฐ๋‚˜ ๊ฐ€์žฅ ๋ถˆํ™•์‹คํ•œ ํ›„๋ณด๋งŒ ์„ ํƒํ•˜๋Š” ๋Œ€์‹ , ํฌ์†Œํ•˜์ง€๋งŒ ํ˜„์‹ค์ ์ธ ์˜์‚ฌ๊ฒฐ์ • ๊ฒฝ๊ณ„ ๊ทผ์ฒ˜๋ฅผ ๋ชฉํ‘œ๋กœ ํ•˜๋Š” ๊ฒฝ๊ณ„ ๊ฐ„๊ฒฉ ํ• ๋‹น ๊ทœ์น™์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
โ€ข
LiBaGS๋Š” ์ฃผ๋ณ€ ๊ฐ’ ์ค‘์ง€ ๊ทœ์น™์„ ํ†ตํ•ด ์ถฉ๋ถ„ํ•œ ํ•ฉ์„ฑ ์ƒ˜ํ”Œ์ด ์ถ”๊ฐ€๋˜์—ˆ๋Š”์ง€ ํ•™์Šตํ•˜๊ณ , ๋ชจํ˜ธํ•œ ๊ฒฝ๊ณ„ ๊ทผ์ฒ˜์—์„œ ๋” ๋ถ€๋“œ๋Ÿฌ์šด ๋ ˆ์ด๋ธ”์„ ํ• ๋‹นํ•˜๋ฉฐ, ์ค‘๋ณต๋˜๋Š” ๊ฑฐ์˜ ๋™์ผํ•œ ์ƒ˜ํ”Œ ์„ ํƒ์„ ๋ฐฉ์ง€ํ•˜๊ธฐ ์œ„ํ•œ ๋‹ค์–‘์„ฑ ๋ชฉํ‘œ๋ฅผ ํ™œ์šฉํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์‹คํ—˜ ๊ฒฐ๊ณผ, LiBaGS๋Š” ๊ณ ์ „์ ์ธ ์˜ค๋ฒ„์ƒ˜ํ”Œ๋ง, ํ•˜๋“œ ์ฆ๊ฐ•, ๋ถˆํ™•์‹ค์„ฑ ๋ฐ ๋ฐ€๋„ ์ถ•์†Œ, ํƒ€๊ฒŸ ์ƒ์„ฑ ์„ ํƒ ๊ธฐ์ค€ ๋Œ€๋น„ ์ •ํ™•๋„๋ฅผ ํ–ฅ์ƒ์‹œ์ผฐ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘
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