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FlashInfer-Bench: Building the Virtuous Cycle for AI-driven LLM Systems

FlashInferโ€‘Bench ๋…ผ๋ฌธ์€ โ€œAIโ€‘generated GPU kernelโ€์ด๋ผ๋Š” ์ตœ์‹  ์—ฐ๊ตฌ ํ๋ฆ„์„ ์‹ค์ œ ์„œ๋น„์Šค ํ™˜๊ฒฝ์— ์ ์šฉํ•˜๊ธฐ ์œ„ํ•œ ์ธํ”„๋ผ์ŠคํŠธ๋Ÿญ์ฒ˜ ์„ค๊ณ„๋ผ๋Š” ๊ด€์ ์—์„œ ๋งค์šฐ ์˜๋ฏธ ์žˆ๋Š” ๊ธฐ์—ฌ๋ฅผ ํ•˜๊ณ  ์žˆ๋‹ค. ์ฒซ ๋ฒˆ์งธ ํ•ต์‹ฌ์€ FlashInfer Trace ๋ผ๋Š” ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ ์Šคํ‚ค๋งˆ์ด๋‹ค. ๊ธฐ์กด์— LLM์ด ์ƒ์„ฑํ•œ ์ฝ”๋“œ๋ฅผ ๋‹จ์ˆœํžˆ ํ…์ŠคํŠธ๋กœ ์ €์žฅํ•˜๊ณ  ์ธ๊ฐ„์ด ์ˆ˜๋™์œผ๋กœ ๊ฒ€์ฆํ•˜๋Š” ๋ฐฉ์‹์€ ํ™•์žฅ์„ฑ์ด ๋–จ์–ด์ง„๋‹ค. Trace๋Š” ์ปค๋„ ์ธํ„ฐํŽ˜์ด์Šค(์ž…์ถœ๋ ฅ ํ…์„œ ํ˜•ํƒœ, ๋ฉ”๋ชจ๋ฆฌ ์š”๊ตฌ๋Ÿ‰), ์›Œํฌ๋กœ๋“œ ํŠน์„ฑ(๋ฐฐ์น˜ ํฌ๊ธฐ, ์‹œํ€€์Šค ๊ธธ์ด), ๊ตฌํ˜„ ์„ธ๋ถ€์‚ฌํ•ญ(์–ธ์–ด, ์ปดํŒŒ์ผ ์˜ต์…˜)

Computer Science Artificial Intelligence System
A Formal Descriptive Language for Learning Dynamics: A Five-Layer Structural Coordinate System

A Formal Descriptive Language for Learning Dynamics: A Five-Layer Structural Coordinate System

์ด ๋…ผ๋ฌธ์ด ์ œ์‹œํ•˜๋Š” ๋‹ค์ธต ํ˜•์‹ ๊ธฐ์ˆ  ํ”„๋ ˆ์ž„์›Œํฌ๋Š” ํ•™์Šต ๊ณผ์ •์„ โ€˜๊ธฐ์ˆ โ€™ํ•œ๋‹ค๋Š” ์ ์—์„œ ๊ธฐ์กด์˜ โ€˜์˜ˆ์ธกยท์ตœ์ ํ™”โ€™ ์ค‘์‹ฌ ๋ชจ๋ธ๊ณผ ๊ทผ๋ณธ์ ์œผ๋กœ ์ฐจ๋ณ„ํ™”๋œ๋‹ค. ํ•™์Šต์€ ๋‹จ์ˆœํžˆ ์„ฑ๊ณผ๋ฅผ ๋†’์ด๋Š” ๋ชฉํ‘œ ํ•จ์ˆ˜์˜ ์ตœ์†Œํ™”๊ฐ€ ์•„๋‹ˆ๋ผ, ํ•™์Šต์ž ๋‚ด๋ถ€์˜ ์ƒํƒœ๊ฐ€ ์™ธ๋ถ€ ์ž๊ทน๊ณผ ์–ด๋–ป๊ฒŒ ์ƒํ˜ธ์ž‘์šฉํ•˜๋ฉด์„œ ๋ณ€ํ˜•๋˜๋Š”๊ฐ€์— ๋Œ€ํ•œ ์„œ์ˆ ์  ์ดํ•ด๊ฐ€ ํ•„์š”ํ•˜๋‹ค. ์ด๋ฅผ ์œ„ํ•ด ์ €์ž๋Š” ํ•™์Šต์„ ๋„ค ๊ฐœ์˜ ๊ธฐ๋Šฅ์  ์ธตโ€”๋ถ€ํ•˜ ์ƒ์„ฑ์ธต, ๋‚ด๋ถ€ ๋ณ€ํ™˜์ธต, ๊ด€์ฐฐยท์ธก์ •์ธต, ํ‰๊ฐ€ยท์กฐ์ ˆ์ธตโ€”์œผ๋กœ ๋ถ„๋ฆฌํ•˜๊ณ , ๊ฐ ์ธต์ด ๋‹ด๋‹นํ•˜๋Š” ์ฑ…์ž„์„ ๋ช…ํ™•ํžˆ ์ •์˜ํ•œ๋‹ค. ์ฒซ ๋ฒˆ์งธ ๋ถ€ํ•˜ ์ƒ์„ฑ์ธต์€ ์™ธ๋ถ€ ๊ณผ์ œยท์ž๋ฃŒ๊ฐ€ ํ•™์Šต์ž์—๊ฒŒ ์ œ๊ณต๋  ๋•Œ ๋ฐœ์ƒํ•˜๋Š” ์ธ์ง€ ๋ถ€

Learning System
Evolutionary System 2 Reasoning: An Empirical Proof

Evolutionary System 2 Reasoning: An Empirical Proof

๋ณธ ๋…ผ๋ฌธ์€ ํ˜„์žฌ ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ์ด ๋ณด์—ฌ์ฃผ๋Š” โ€œํŠน์ • ์ž‘์—…์— ๋Œ€ํ•œ ๋›ฐ์–ด๋‚œ ์„ฑ๋Šฅโ€๊ณผ โ€œ์ผ๋ฐ˜์ ์ธ ์ง€๋Šฅ, ํŠนํžˆ ์‹œ์Šคํ…œ 2์™€ ์—ฐ๊ด€๋œ ๋А๋ฆฐ ์‚ฌ๊ณ  ๋Šฅ๋ ฅโ€ ์‚ฌ์ด์˜ ๊ฒฉ์ฐจ๋ฅผ ๋ช…ํ™•ํžˆ ์งš์–ด๋‚ธ๋‹ค. ์‹œ์Šคํ…œ 2๋Š” ์ธ๊ฐ„์ด ๋ณต์žกํ•œ ๋…ผ๋ฆฌ์  ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•  ๋•Œ ์˜์‹์ ์œผ๋กœ ์ˆ˜ํ–‰ํ•˜๋Š” ๊ณ ์ฐจ์›์  ์‚ฌ๊ณ  ๊ณผ์ •์„ ์˜๋ฏธํ•œ๋‹ค. ๊ธฐ์กด LLM์€ ๋Œ€๊ทœ๋ชจ ๋ฐ์ดํ„ฐ์— ๊ธฐ๋ฐ˜ํ•œ ํŒจํ„ด ํ•™์Šต์„ ํ†ตํ•ด ๋น ๋ฅธ ์‹œ์Šคํ…œ 1 ์Šคํƒ€์ผ์˜ ์‘๋‹ต์„ ์ œ๊ณตํ•˜์ง€๋งŒ, ๋…ผ๋ฆฌ์  ์ผ๊ด€์„ฑ์ด๋‚˜ ๋‹ค๋‹จ๊ณ„ ์ถ”๋ก ์ด ์š”๊ตฌ๋˜๋Š” ์ƒํ™ฉ์—์„œ๋Š” ์˜ค๋ฅ˜๊ฐ€ ๋นˆ๋ฒˆํžˆ ๋ฐœ์ƒํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ธฐ ์œ„ํ•ด ์ €์ž๋“ค์€ ์ง„ํ™”๋ก ์  ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ์ฐจ์šฉํ•œ ERO ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ

System
The Seeds of Scheming: Weakness of Will in the Building Blocks of Agentic Systems

The Seeds of Scheming: Weakness of Will in the Building Blocks of Agentic Systems

๋ถ„์„ ์š”์•ฝ 1. ๋…ผ๋ฌธ ์ฃผ์ œ ๋ฐ ๋ชฉํ‘œ: ๋ณธ ๋…ผ๋ฌธ์€ ์ธ๊ณต์ง€๋Šฅ(AI) ์‹œ์Šคํ…œ์˜ ์•ˆ์ „์„ฑ๊ณผ ๊ด€๋ จ๋œ ๋ฌธ์ œ๋ฅผ ๋‹ค๋ฃน๋‹ˆ๋‹ค. ํŠนํžˆ, '์•„ํฌ๋ผ์‹œ์•„'๋ผ๋Š” ๊ฐœ๋…์„ ํ†ตํ•ด AI์˜ ์ผ๊ด€์„ฑ ๋ถ•๊ดด์™€ ๋ชฉํ‘œ ์ „์ด๋ฅผ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค. ์•„ํฌ๋ผ์‹œ์•„๋Š” ๊ณ ๋Œ€ ์ฒ ํ•™์—์„œ ์ธ๊ฐ„์˜ ํŒ๋‹จ๊ณผ ์ถฉ๋™ ์‚ฌ์ด์˜ ๊ฐˆ๋“ฑ์„ ์„ค๋ช…ํ•˜๋Š” ์šฉ์–ด๋กœ, ์ด ๋…ผ๋ฌธ์—์„œ๋Š” ์ด๋ฅผ AI ๋งฅ๋ฝ์— ์ ์šฉํ•˜์—ฌ ๋ชจ๋ธ์ด ๊ธ€๋กœ๋ฒŒ ์ง€์‹๊ณผ ๋กœ์ปฌ ์ปจํ…์ŠคํŠธ ์‚ฌ์ด์—์„œ ์ผ๊ด€์„ฑ์„ ์œ ์ง€ํ•˜์ง€ ๋ชปํ•  ๋•Œ ๋ฐœ์ƒํ•˜๋Š” ๋ฌธ์ œ๋ฅผ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค. 2. ์•„ํฌ๋ผ์‹œ์•„ ๋ฒค์น˜๋งˆํฌ์˜ ๊ฐœ๋ฐœ: ๋…ผ๋ฌธ์€ '์•„ํฌ๋ผ์‹œ์•„ ๋ฒค์น˜๋งˆํฌ'๋ผ๋Š” ์ƒˆ๋กœ์šด ํ‰๊ฐ€ ๋ฐฉ๋ฒ•์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ฒค์น˜๋งˆํฌ๋Š” ๋ชจ๋ธ์ด ๊ธ€๋กœ

System
HalluGraph: Auditable Hallucination Detection for Legal RAG Systems via Knowledge Graph Alignment

HalluGraph: Auditable Hallucination Detection for Legal RAG Systems via Knowledge Graph Alignment

๋ณธ ๋…ผ๋ฌธ์€ ๋ฒ•๋ฅ  ๋ถ„์•ผ์—์„œ ์ธ๊ณต์ง€๋Šฅ ๊ธฐ๋ฐ˜ ์ž๋™ ๋ฌธ์„œ ์ƒ์„ฑ์ด ์ง๋ฉดํ•œ ๊ฐ€์žฅ ํ•ต์‹ฌ์ ์ธ ๋ฌธ์ œ์ธ โ€˜ํ™˜๊ฐ(hallucination)โ€™์„ ๊ทธ๋ž˜ํ”„ ์ด๋ก ์„ ํ™œ์šฉํ•ด ์ฒด๊ณ„์ ์œผ๋กœ ํ•ด๊ฒฐํ•˜๋ ค๋Š” ์‹œ๋„๋‹ค. ๊ธฐ์กด์˜ ํ™˜๊ฐ ํƒ์ง€ ๋ฐฉ๋ฒ•์€ ์ฃผ๋กœ ํ…์ŠคํŠธ ๊ฐ„ ์˜๋ฏธ ์œ ์‚ฌ๋„๋ฅผ ๊ณ„์‚ฐํ•˜๋Š” ๋ฐฉ์‹์— ์˜์กดํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ์ ‘๊ทผ๋ฒ•์€ ๋ฌธ๋งฅ์ƒ ์œ ์‚ฌํ•ด ๋ณด์ด์ง€๋งŒ ์‹ค์ œ๋กœ๋Š” ์ค‘์š”ํ•œ ์—”ํ„ฐํ‹ฐ(์˜ˆ: ๋‹น์‚ฌ์ž๋ช…, ์‚ฌ๊ฑด ์ผ์ž, ์กฐํ•ญ ๋ฒˆํ˜ธ)๊ฐ€ ์ž˜๋ชป ๊ต์ฒด๋˜๊ฑฐ๋‚˜ ๋ˆ„๋ฝ๋˜๋Š” ๊ฒฝ์šฐ๋ฅผ ํฌ์ฐฉํ•˜์ง€ ๋ชปํ•œ๋‹ค. ๋ฒ•๋ฅ  ๋ฌธ์„œ๋Š” ์ž‘์€ ์—”ํ„ฐํ‹ฐ์˜ ๋ณ€ํ˜•๋งŒ์œผ๋กœ๋„ ํŒ๊ฒฐ ๊ฒฐ๊ณผ์— ํฐ ์˜ํ–ฅ์„ ๋ฏธ์น  ์ˆ˜ ์žˆ๊ธฐ ๋•Œ๋ฌธ์—, ๋ณด๋‹ค ์ •๋ฐ€ํ•˜๊ณ  ํ•ด์„ ๊ฐ€๋Šฅํ•œ ๊ฒ€์ฆ ๋ฉ”์ปค๋‹ˆ

Detection System
Gas turbine diagnostic system

Gas turbine diagnostic system

๋ณธ ๋…ผ๋ฌธ์€ ๊ฐ€์Šค ํ„ฐ๋นˆ ์ง„๋‹จ ์‹œ์Šคํ…œ์˜ ๊ฐœ๋ฐœ ๋ฐ ์‘์šฉ์— ๋Œ€ํ•ด ์ƒ์„ธํžˆ ๋‹ค๋ฃจ๊ณ  ์žˆ๋‹ค. ์ด ์—ฐ๊ตฌ๋Š” ๊ฐ€์Šค ํ„ฐ๋นˆ์˜ ์ž๋™ํ™” ์‹œ์Šคํ…œ ์†Œํ”„ํŠธ์›จ์–ด๋ฅผ ํ…Œ์ŠคํŠธํ•˜๊ณ  ์ตœ์ ํ™”ํ•˜๋Š” ๋ฐ ์‚ฌ์šฉ๋˜๋Š” ๋ชจํ˜•์„ ์ œ์‹œํ•˜๋ฉฐ, ์ด๋ฅผ ํ†ตํ•ด ์šด์˜์ž์™€ ์—”์ง€๋‹ˆ์–ด์—๊ฒŒ ๊ต์œก ๋„๊ตฌ๋กœ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋ฐฉ๋ฒ•์„ ์ œ์•ˆํ•œ๋‹ค. ๋˜ํ•œ, ๊ฐ€์Šค ํ„ฐ๋นˆ์˜ ํšจ์œจ์„ฑ์„ ๋ถ„์„ํ•˜๊ณ  ์˜ˆ์ธกํ•˜๋Š” ์ง„๋‹จ ๋ฐ ์˜ˆ์ธก ์ž‘์—…์—๋„ ์œ ์šฉํ•˜๋‹ค๋Š” ์ ์„ ๊ฐ•์กฐํ•˜๊ณ  ์žˆ๋‹ค. 1. ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ์‹œ์Šคํ…œ ๊ฐœ์š” ๋ณธ ๋…ผ๋ฌธ์—์„œ ๊ฐœ๋ฐœ๋œ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ์‹œ์Šคํ…œ์€ ๊ฐ€์Šค ํ„ฐ๋นˆ ๋‹จ์œ„์˜ ์ž‘๋™๊ณผ ์ œ์–ด๋ฅผ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ํ•˜๋Š” ๋ฐ ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ๋‹ค. ์ด๋Š” GTCU(Gas Turbine

Other CS Computer Science System
The Coron System

The Coron System

: 1. ์‹œ์Šคํ…œ ๊ฐœ์š” ์ฝ”๋กœ๋‚˜(Coron) ์‹œ์Šคํ…œ์€ ํŠน์ • ์—ฐ๊ตฌ ํ•„์š”์„ฑ์— ๋งž์ถฐ ๊ฐœ๋ฐœ๋˜์—ˆ์œผ๋ฉฐ, ํ˜„์žฌ๋Š” ์—ฌ๋Ÿฌ ์‘์šฉ ๋ถ„์•ผ์—์„œ ์‚ฌ์šฉ๋˜๋Š” ๋…๋ฆฝ์ ์ธ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ๊ธฐ๋ฐ˜ ์ง€์‹ ๋ฐœ๊ฒฌ ํ”„๋ ˆ์ž„์›Œํฌ๊ฐ€ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ์ฝ”๋กœ๋‚˜๋Š” ๊ต์œก ๋ฐ ๊ณผํ•™์  ์šฉ๋„๋ฅผ ์œ„ํ•ด ์ค€๋น„ ๋ฐ ๋งˆ์ด๋‹ ๋ชจ๋“ˆ๋กœ ๊ตฌ์„ฑ๋˜์–ด ์ด์ง„ ๋ฐ์ดํ„ฐ๋ฅผ ์ฒ˜๋ฆฌํ•˜๊ณ  ํ•„ํ„ฐ๋งํ•˜๋ฉฐ ์ถ”์ถœ๋œ ๋‹จ์œ„๋ฅผ ํ•ด์„ํ•ฉ๋‹ˆ๋‹ค. ์ฝ”๋กœ๋‚˜ ์‹œ์Šคํ…œ์€ ๋‹ค์–‘ํ•œ ๊ณ ์ „ ์•Œ๊ณ ๋ฆฌ์ฆ˜๋ฟ๋งŒ ์•„๋‹ˆ๋ผ, ์ž์ฒด์ ์œผ๋กœ ๊ฐœ๋ฐœ๋œ ํŠนํ™”๋œ ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ํฌํ•จํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ฃผ์š” ์–ธ์–ด๋Š” ์ž๋ฐ”์ด๋ฉฐ, Unix, Mac, Windows ์šด์˜ ์ฒด์ œ์™€ ํ˜ธํ™˜๋˜๋ฉฐ ๋ช…๋ น์ค„ ์ธํ„ฐํŽ˜์ด์Šค๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค. 2

Databases Computer Science System
ABHIVYAKTI: A Vision Based Intelligent System for Elder and Sick Persons

ABHIVYAKTI: A Vision Based Intelligent System for Elder and Sick Persons

ABHIVYA KTI๋Š” ๋งํ•˜๊ฑฐ๋‚˜ ๊ฑธ์„ ์ˆ˜ ์—†๋Š” ๋…ธ์ธ์ด๋‚˜ ํ™˜์ž๋ฅผ ์œ„ํ•œ ์† ์ œ์Šค์ฒ˜ ์ธ์‹ ์‹œ์Šคํ…œ์œผ๋กœ, ์ปดํ“จํ„ฐ ๋น„์ „ ๊ธฐ์ˆ ์„ ํ™œ์šฉํ•˜์—ฌ ์‚ฌ์šฉ์ž์˜ ์ œ์Šค์ฒ˜๋ฅผ ํ•ด์„ํ•˜๊ณ  ํ•„์š”ํ•œ ๋™์ž‘์„ ์ˆ˜ํ–‰ํ•˜๋Š” ๋ฐ ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ์—ฐ๊ตฌ์˜ ํ•ต์‹ฌ์€ ์ธ๊ฐ„๊ณผ ๊ธฐ๊ณ„ ๊ฐ„์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ํ–ฅ์ƒ์‹œํ‚ค๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. 1. ์‹œ์Šคํ…œ ๊ตฌ์„ฑ ๋ฐ ์ž‘๋™ ๋ฐฉ์‹ ABHIVYA KTI๋Š” ์นด๋ฉ”๋ผ๋ฅผ ํ†ตํ•ด ์‚ฌ์šฉ์ž์˜ ์† ์ œ์Šค์ฒ˜๋ฅผ ์บก์ฒ˜ํ•˜๊ณ , ์ด๋ฅผ ํ•ด์„ํ•˜์—ฌ ํ•„์š”ํ•œ ๋™์ž‘์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด ์‹œ์Šคํ…œ์€ ๋ฏธ๋ฆฌ ์ •์˜๋œ ์ œ์Šค์ฒ˜ ๋ฌธ๋ฒ•์— ๋”ฐ๋ผ ์ž‘๋™ํ•˜๋ฉฐ, ์œ ํšจํ•œ ์ œ์Šค์ฒ˜๊ฐ€ ์ž…๋ ฅ๋˜๋ฉด ํ•ด๋‹น ๋™์ž‘์„ ์‹คํ–‰ํ•˜๊ณ  ์™„๋ฃŒ ๋ฉ”์‹œ์ง€๋ฅผ ์‚ฌ์šฉ์ž

Computer Science System Computer Vision
An Efficient Paging Algorithm for Multi-Carrier CDMA System

An Efficient Paging Algorithm for Multi-Carrier CDMA System

: ๋ณธ ๋…ผ๋ฌธ์€ ๋ฌด์„  ํ†ต์‹  ๋„คํŠธ์›Œํฌ์—์„œ ๋ชจ๋ฐ”์ผ ์Šคํ…Œ์ด์…˜(MS)์„ ํšจ๊ณผ์ ์œผ๋กœ ์ถ”์ ํ•˜๊ธฐ ์œ„ํ•œ ์ƒˆ๋กœ์šด ํŽ˜์ด์ง€๋ง(Pageing) ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ œ์•ˆํ•œ๋‹ค. ํŠนํžˆ, ๋‹ค์ค‘ ์บ๋ฆฌ์–ด CDMA ์‹œ์Šคํ…œ์—์„œ MS๋ฅผ ๋™์‹œ์— ๊ฒ€์ƒ‰ํ•  ์ˆ˜ ์žˆ๋Š” ํšจ์œจ์ ์ธ ๋ฐฉ๋ฒ•์„ ํƒ๊ตฌํ•˜๊ณ  ์žˆ๋‹ค. ๊ธฐ์กด ๋ฌธ์ œ์  ๊ธฐ์กด์˜ ๋‹ค์ค‘ ์บ๋ฆฌ์–ด CDMA ์‹œ์Šคํ…œ์—์„œ๋Š” MS๊ฐ€ ํ•œ ๋ฒˆ์— ํ•˜๋‚˜์˜ ์บ๋ฆฌ์–ด ์ฃผํŒŒ์ˆ˜๋งŒ ์ฒญ์ทจํ•  ์ˆ˜ ์žˆ์–ด, ๋ชจ๋“  ์‚ฌ์šฉ์ž๋ฅผ ๋™์‹œ์— ๊ฒ€์ƒ‰ํ•˜๋Š” ๋ฐ ํ•œ๊ณ„๊ฐ€ ์žˆ์—ˆ๋‹ค. ์ด๋กœ ์ธํ•ด ํŽ˜์ด์ง€ ์ฑ„๋„ ์ž์›์ด ๋น„ํšจ์œจ์ ์œผ๋กœ ํ™œ์šฉ๋˜๋Š” ๋ฌธ์ œ๊ฐ€ ๋ฐœ์ƒํ–ˆ๋‹ค. ์ œ์•ˆ๋œ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๋ณธ ๋…ผ๋ฌธ์€ ์ด๋Ÿฌํ•œ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋™์‹œ ๊ฒ€

Networking System Computer Science
Factorial Moments in Complex Systems

Factorial Moments in Complex Systems

: ๋ณธ ๋…ผ๋ฌธ์€ ํ•ต ๋ฐ˜์‘์—์„œ ์ตœ์ข… ์ƒํƒœ ์ž…์ž์˜ ๋‹ค์ค‘์„ฑ ๋ถ„ํฌ์™€ ์ƒํ˜ธ ๊ด€๊ณ„๋ฅผ ๋ถ„์„ํ•˜๋Š” ๋ฐ ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ๋‹ค. ์ด ์—ฐ๊ตฌ์—์„œ๋Š” ์‚ฌ์‹ค์  ์ˆœ๊ฐ„์ด๋ผ๋Š” ํ†ต๊ณ„ ๋„๊ตฌ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์œ„์ƒ ๊ณต๊ฐ„ ๋‚ด์—์„œ ์ž…์ž ๊ฐ„์˜ ์ƒ๊ด€ ๊ด€๊ณ„์™€ ๋‹ค์ค‘์„ฑ ๋ถ„ํฌ๋ฅผ ์ž์„ธํžˆ ๋ถ„์„ํ•œ๋‹ค. 1. ํ•ต ๋ฐ˜์‘๊ณผ ์‚ฌ์‹ค์  ์ˆœ๊ฐ„ ํ•ต ๋ฐ˜์‘์—์„œ ์ตœ์ข… ์ƒํƒœ ์ž…์ž์˜ ๋‹ค์ค‘์„ฑ ๋ถ„ํฌ๋Š” ๊ณ ์—๋„ˆ์ง€ ๋ฌผ๋ฆฌํ•™์—์„œ ์ค‘์š”ํ•œ ์—ฐ๊ตฌ ์ฃผ์ œ์ด๋‹ค. ์ด ๋…ผ๋ฌธ์—์„œ๋Š” ์ด๋Ÿฌํ•œ ๋ถ„ํฌ๋ฅผ ๋ถ„์„ํ•˜๊ธฐ ์œ„ํ•ด ์ •๊ทœํ™”๋œ ์‚ฌ์‹ค์  ์ˆœ๊ฐ„์ด๋ผ๋Š” ํ†ต๊ณ„ ๋„๊ตฌ๋ฅผ ์‚ฌ์šฉํ•œ๋‹ค. ์‚ฌ์‹ค์  ์ˆœ๊ฐ„์€ ํŠน์ • ์œ„์ƒ ๊ณต๊ฐ„ ์˜์—ญ ๋‚ด์—์„œ ์ธก์ •๋œ ์ž…์ž ์ˆ˜์˜ ๋ถ„ํฌ๋ฅผ ์ž์„ธํžˆ ๋ถ„์„ํ•˜๋Š” ๋ฐ ์œ ์šฉํ•˜๋‹ค

Quantitative Finance System
Integral Value Transformations: A Class of Discrete Dynamical Systems

Integral Value Transformations: A Class of Discrete Dynamical Systems

์ด ๋…ผ๋ฌธ์€ Integral Value Transformations (IVTs)๋ฅผ ์ค‘์‹ฌ์œผ๋กœ ์ด์งˆ์  ๋™์—ญํ•™ ์‹œ์Šคํ…œ๊ณผ ๊ทธ ์•ˆ์ •์„ฑ์— ๋Œ€ํ•œ ๊นŠ์ด ์žˆ๋Š” ๋ถ„์„์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. IVT๋Š” Sk. S. Hassan ์™ธ ์—ฐ๊ตฌ์ž๋“ค์— ์˜ํ•ด ์†Œ๊ฐœ๋˜์—ˆ์œผ๋ฉฐ, p adic ์‹œ์Šคํ…œ์—์„œ Collatz ์œ ์‚ฌ ํ•จ์ˆ˜์™€ ๊ด€๋ จ์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ๋ณ€ํ™˜์€ ์…€๋ฃฐ๋Ÿฌ ์˜คํ† ๋งˆํƒ€์™€ ์œ ์‚ฌํ•œ ๋ฐฉ์‹์œผ๋กœ ์—ฐ๊ตฌ๋˜์–ด ์™”์Šต๋‹ˆ๋‹ค. ๋™์—ญํ•™ ์‹œ์Šคํ…œ์˜ ์ •์˜ ๋ฐ ๋ถ„์„ ๋…ผ๋ฌธ์—์„œ๋Š” IVTs๊ฐ€ ๋ฐ˜๋ณต์ ์œผ๋กœ ์ ์šฉ๋  ๋•Œ ํ˜•์„ฑ๋˜๋Š” ์ด์งˆ์  ๋™์—ญํ•™ ์‹œ์Šคํ…œ์„ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ํ•จ์ˆ˜๋“ค์ด ์‹œ๊ฐ„์— ๋”ฐ๋ผ ์–ด๋–ป๊ฒŒ ์ง„ํ™”ํ•˜๊ณ  ํ˜ผ๋ž€์Šค๋Ÿฌ์šด

System Mathematics Computer Science Discrete Mathematics
ElecTwit: A Framework for Studying Persuasion in Multi-Agent Social Systems

ElecTwit: A Framework for Studying Persuasion in Multi-Agent Social Systems

ElecTwit์ด ์ œ์‹œํ•˜๋Š” ๊ฐ€์žฅ ํฐ ํ˜์‹ ์€ ์„ค๋“ ์—ฐ๊ตฌ๋ฅผ ์œ„ํ•œ ์‹คํ—˜ ํ™˜๊ฒฝ์„ โ€˜๊ฒŒ์ž„โ€™์ด๋ผ๋Š” ์ธ์œ„์  ์„ค์ •์—์„œ ๋ฒ—์–ด๋‚˜ ์‹ค์ œ ์†Œ์…œ ๋ฏธ๋””์–ด ํ”Œ๋žซํผ์˜ ๊ตฌ์กฐ์™€ ํ–‰ํƒœ๋ฅผ ๋ชจ์‚ฌํ•œ ์ ์ด๋‹ค. ์ด๋ฅผ ์œ„ํ•ด ์ €์ž๋“ค์€ ํŠธ์œ„ํ„ฐ์™€ ์œ ์‚ฌํ•œ ๊ฒŒ์‹œยท๋ฆฌํŠธ์œ—ยทํŒ”๋กœ์šฐ ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ๊ตฌํ˜„ํ•˜๊ณ , ์ •์น˜์  ์„ ๊ฑฐ๋ผ๋Š” ๊ตฌ์ฒด์  ์‹œ๋‚˜๋ฆฌ์˜ค๋ฅผ ์„ค์ •ํ•จ์œผ๋กœ์จ ์—์ด์ „ํŠธ ๊ฐ„์˜ ์ •๋ณด ํ๋ฆ„, ์˜๊ฒฌ ํ˜•์„ฑ, ๊ทธ๋ฆฌ๊ณ  ์„ค๋“ ์ „๋žต์˜ ์ „๊ฐœ ๊ณผ์ •์„ ์ •๋ฐ€ํ•˜๊ฒŒ ๊ด€์ฐฐํ•  ์ˆ˜ ์žˆ์—ˆ๋‹ค. ํŠนํžˆ 25๊ฐ€์ง€ ์„ค๋“ ๊ธฐ๋ฒ•์„ ์‚ฌ์ „ ์ •์˜ํ•˜๊ณ , ๊ฐ LLM์ด ์ด๋ฅผ ์–ด๋–ป๊ฒŒ ์„ ํƒยท์กฐํ•ฉํ•˜๋Š”์ง€๋ฅผ ์ •๋Ÿ‰ํ™”ํ•œ ๋ฐฉ๋ฒ•๋ก ์€ ์„ค๋“ ๊ธฐ์ˆ ์˜ โ€˜๋ ˆ์‹œํ”ผโ€™๋ฅผ ๋น„๊ต ๋ถ„์„ํ•˜๋Š” ๋ฐ

Computer Science Artificial Intelligence Framework System
An Empirical Evaluation of LLM-Based Approaches for Code Vulnerability Detection: RAG, SFT, and Dual-Agent Systems

An Empirical Evaluation of LLM-Based Approaches for Code Vulnerability Detection: RAG, SFT, and Dual-Agent Systems

๋ณธ ์—ฐ๊ตฌ๋Š” LLM์„ ํ™œ์šฉํ•œ ์ฝ”๋“œ ์ทจ์•ฝ์  ํƒ์ง€์˜ ์‹ค์šฉ์„ฑ์„ ์ •๋Ÿ‰์ ์œผ๋กœ ํ‰๊ฐ€ํ•˜๊ธฐ ์œ„ํ•ด ์„ธ ๊ฐ€์ง€ ์ ‘๊ทผ๋ฒ•์„ ์ฒด๊ณ„์ ์œผ๋กœ ๋น„๊ตํ•˜์˜€๋‹ค. ์ฒซ ๋ฒˆ์งธ ์ ‘๊ทผ๋ฒ•์ธ Retrievalโ€‘Augmented Generation(RAG)์€ ์‚ฌ์ „ ํ•™์Šต๋œ LLM์— ์™ธ๋ถ€ ์ง€์‹ ๋ฒ ์ด์Šค๋ฅผ ๋™์ ์œผ๋กœ ์—ฐ๊ฒฐํ•œ๋‹ค. ๊ตฌ์ฒด์ ์œผ๋กœ, MITRE CWE ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค์™€ ์ตœ์‹  ์›น ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๋ฅผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๊ฐ€์ ธ์™€ ํ”„๋กฌํ”„ํŠธ์— ์‚ฝ์ž…ํ•จ์œผ๋กœ์จ ๋ชจ๋ธ์ด ์ฝ”๋“œ ์กฐ๊ฐ์„ ํ•ด์„ํ•  ๋•Œ ์ตœ์‹  ๋ณด์•ˆ ํŒจํ„ด๊ณผ CWE ์ •์˜๋ฅผ ์ฐธ์กฐํ•˜๋„๋ก ์„ค๊ณ„๋˜์—ˆ๋‹ค. ์ด ๊ณผ์ •์€ ๋ฒกํ„ฐ ๊ฒ€์ƒ‰ ์—”์ง„(FAISS)๊ณผ ํ…์ŠคํŠธ ์ž„๋ฒ ๋”ฉ์„ ํ™œ์šฉํ•ด ๊ด€๋ จ ๋ฌธ์„œ๋ฅผ

System Computer Science Software Engineering Detection
Evaluating Contextual Intelligence in Recyclability: A Comprehensive Study of Image-Based Reasoning Systems

Evaluating Contextual Intelligence in Recyclability: A Comprehensive Study of Image-Based Reasoning Systems

๋ณธ ๋…ผ๋ฌธ์€ ์žฌํ™œ์šฉ ์‹ค์ฒœ์„ ์ง€์›ํ•˜๊ธฐ ์œ„ํ•œ ์ธ๊ณต์ง€๋Šฅ ๊ธฐ๋ฐ˜ ๋„๊ตฌ์˜ ๊ฐ€๋Šฅ์„ฑ์„ ํƒ์ƒ‰ํ•œ๋‹ค๋Š” ์ ์—์„œ ์‚ฌํšŒ์ ยทํ™˜๊ฒฝ์  ์˜๋ฏธ๊ฐ€ ํฌ๋‹ค. ์—ฐ๊ตฌ์ง„์€ ๋จผ์ € ์žฌํ™œ์šฉ ๋Œ€์ƒ ๋ฌผํ’ˆ์„ ๋‹ค์–‘ํ•œ ๊ฐ๋„์™€ ์กฐ๋ช… ์กฐ๊ฑด์—์„œ ์ดฌ์˜ํ•œ ์ด๋ฏธ์ง€์™€, ๊ฐ ๋ฌผํ’ˆ์ด ์†ํ•ด์•ผ ํ•  ์žฌํ™œ์šฉํ†ต(ํ”Œ๋ผ์Šคํ‹ฑ, ๊ธˆ์†, ์ข…์ด ๋“ฑ) ๋ฐ ๋ฌผ๋ฆฌ์  ์น˜์ˆ˜ ์ •๋ณด๋ฅผ ํฌํ•จํ•œ ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ๋ฅผ ๊ฒฐํ•ฉํ•œ ๋ฐ์ดํ„ฐ์…‹์„ ๊ตฌ์ถ•ํ•˜์˜€๋‹ค. ๋ฐ์ดํ„ฐ์…‹์€ 5,000์—ฌ ์žฅ์˜ ์ด๋ฏธ์ง€์™€ 1,200๊ฐœ์˜ ๋‹ค์ค‘ ์žฌ์งˆ ์‚ฌ๋ก€๋ฅผ ํฌํ•จํ•ด, ์‹ค์ œ ๊ฐ€์ •์—์„œ ๋งˆ์ฃผ์น˜๋Š” ๋ณตํ•ฉ ์ƒํ™ฉ์„ ์ถฉ๋ถ„ํžˆ ๋ฐ˜์˜ํ•œ๋‹ค. ๋ชจ๋ธ ํ‰๊ฐ€์—์„œ๋Š” ๋‘ ๋‹จ๊ณ„์˜ ์งˆ๋ฌธ์„ ์ œ์‹œํ•œ๋‹ค. ์ฒซ ๋ฒˆ์งธ๋Š” โ€œ์ด ๋ฌผ๊ฑด์€ ์–ด๋А ์žฌ

System Computer Vision Computer Science
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

๋ณธ ๋…ผ๋ฌธ์€ โ€œ์—์ด์ „ํŠธ ์ œ์ž‘(agentic crafting)โ€์ด๋ผ๋Š” ๊ฐœ๋…์„ ๊ธฐ์กด์˜ ์ผํšŒ์„ฑ ํ…์ŠคํŠธ ์ƒ์„ฑ๊ณผ ๊ตฌ๋ณ„ํ•˜์—ฌ, ์‹ค์ œ ์„ธ๊ณ„์—์„œ ๋‹ค์ค‘ ํ„ด์„ ๊ฑฐ์ณ ํ–‰๋™ํ•˜๊ณ  ๊ทธ ๊ฒฐ๊ณผ๋ฅผ ๊ด€์ฐฐยทํ”ผ๋“œ๋ฐฑํ•˜๋Š” ๋ฐ˜๋ณต์  ํ”„๋กœ์„ธ์Šค๋กœ ์ •์˜ํ•œ๋‹ค. ์ด๋Š” ๋‹จ์ˆœํžˆ ์ฝ”๋“œ๋ฅผ ์ž๋™ ์ƒ์„ฑํ•˜๋Š” ์ˆ˜์ค€์„ ๋„˜์–ด, ๋ณตํ•ฉ์ ์ธ ํˆด ์ฒด์ธ๊ณผ ์–ธ์–ด ๊ธฐ๋ฐ˜ ์›Œํฌํ”Œ๋กœ ์ „๋ฐ˜์— ๊ฑธ์ณ ๋ชจ๋ธ์ด ๊ณ„ํšยท์‹คํ–‰ยท๋ชจ๋‹ˆํ„ฐ๋งยท์ˆ˜์ •๊นŒ์ง€ ์ „ ๊ณผ์ •์„ ๋‹ด๋‹นํ•ด์•ผ ํ•จ์„ ์˜๋ฏธํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ์š”๊ตฌ๋ฅผ ์ถฉ์กฑํ•˜๋ ค๋ฉด ๋ชจ๋ธ ์ž์ฒด๋ฟ ์•„๋‹ˆ๋ผ, ๋ชจ๋ธ์ด ์ž‘๋™ํ•  ํ™˜๊ฒฝ, ๋ฐ์ดํ„ฐ ํŒŒ์ดํ”„๋ผ์ธ, ํ•™์Šตยท๋ฐฐํฌ ์ธํ”„๋ผ๊ฐ€ ๋ชจ๋‘ ์œ ๊ธฐ์ ์œผ๋กœ ์—ฐ๊ฒฐ๋œ โ€˜์—์ด์ „ํŠธ ํ•™์Šต ์ƒํƒœ๊ณ„(AL

Model Artificial Intelligence System Computer Science Learning
An Comparative Analysis about KYC on a Recommendation System Toward Agentic Recommendation System

An Comparative Analysis about KYC on a Recommendation System Toward Agentic Recommendation System

๋ณธ ๋…ผ๋ฌธ์€ KYC ๋ฐ์ดํ„ฐ๋ฅผ ์—์ด์ „ํŠธํ˜• ์ธ๊ณต์ง€๋Šฅ(AI)๊ณผ ๊ฒฐํ•ฉํ•จ์œผ๋กœ์จ ๊ฐœ์ธํ™” ์ถ”์ฒœ์˜ ์ •ํ™•๋„์™€ ์‹ ๋ขฐ์„ฑ์„ ๋™์‹œ์— ํ–ฅ์ƒ์‹œํ‚ค๋Š” ์ƒˆ๋กœ์šด ํŒจ๋Ÿฌ๋‹ค์ž„์„ ์ œ์‹œํ•œ๋‹ค. ๋จผ์ €, KYC๋Š” ์ „ํ†ต์ ์œผ๋กœ ๊ธˆ์œต ๊ธฐ๊ด€์ด ๊ณ ๊ฐ์˜ ์‹ ์›ยท๊ฑฐ๋ž˜ ์œ„ํ—˜์„ ํ‰๊ฐ€ํ•˜๊ธฐ ์œ„ํ•ด ์ˆ˜์ง‘ํ•˜๋Š” ์ •ํ˜•ยท๋น„์ •ํ˜• ๋ฐ์ดํ„ฐ ์ง‘ํ•ฉ์ด๋ฉฐ, ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ์™€ ๊ทœ์ œ ์ค€์ˆ˜ ์ธก๋ฉด์—์„œ ๋†’์€ ๋ฏผ๊ฐ์„ฑ์„ ๊ฐ€์ง„๋‹ค. ์ด๋Ÿฌํ•œ ๋ฐ์ดํ„ฐ๋ฅผ ์ถ”์ฒœ ์‹œ์Šคํ…œ์— ์ง์ ‘ ํˆฌ์ž…ํ•˜๋ฉด ์‚ฌ์šฉ์ž์˜ ์‹ ์šฉ๋„ยท์†Œ๋“ ์ˆ˜์ค€ยท๊ฑฐ๋ž˜ ํŒจํ„ด ๋“ฑ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๋งž์ถคํ˜• ์ฝ˜ํ…์ธ ๋ฅผ ์ œ๊ณตํ•  ์ˆ˜ ์žˆ์–ด, ํŠนํžˆ ๊ด‘๊ณ (Ad)์™€ ๊ธฐ์ˆ (Tech) ๋ถ„์•ผ์—์„œ ์ „ํ™˜์œจ์„ ํฌ๊ฒŒ ๋Œ์–ด์˜ฌ๋ฆด ๊ฐ€๋Šฅ์„ฑ์ด ์žˆ๋‹ค.

Computer Science Analysis Information Retrieval System
Explainable Artificial Intelligence for Economic Time Series: A Comprehensive Review and a Systematic Taxonomy of Methods and Concepts

Explainable Artificial Intelligence for Economic Time Series: A Comprehensive Review and a Systematic Taxonomy of Methods and Concepts

์ด ๋…ผ๋ฌธ์€ ๊ณ„์‚ฐ๊ฒฝ์ œํ•™์—์„œ ํ•ด์„๊ฐ€๋Šฅ ์ธ๊ณต์ง€๋Šฅ(XAI)์˜ ์ค‘์š”์„ฑ์„ ๊ฐ•์กฐํ•˜๋ฉฐ, ํŠนํžˆ ๊ธฐ๊ณ„ ํ•™์Šต ์˜ˆ์ธก์ž๊ฐ€ ๊ณ ์ „์ ์ธ ๊ฒฝ์ œํ•™์  ๋ชจ๋ธ์„ ๋Šฅ๊ฐ€ํ•  ์ˆ˜ ์žˆ์ง€๋งŒ ๊ทธ ๋‚ด๋ถ€ ์ž‘๋™ ์›๋ฆฌ๊ฐ€ ๋ถˆํˆฌ๋ช…ํ•˜๋‹ค๋Š” ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด XAI์— ๋Œ€ํ•œ ๊ด€์‹ฌ์ด ์ฆ๊ฐ€ํ•˜๊ณ  ์žˆ์Œ์„ ์„ค๋ช…ํ•ฉ๋‹ˆ๋‹ค. ๋…ผ๋ฌธ์€ ์‹œ๊ฐ„ ์‹œ๋ฆฌ์ฆˆ ๋ฐ์ดํ„ฐ์˜ ํŠน์„ฑ, ์ฆ‰ ์ž๊ธฐ์ƒ๊ด€์„ฑ, ๋น„์ •์ƒ์„ฑ, ๊ณ„์ ˆ์„ฑ, ํ˜ผํ•ฉ ์ฃผ๊ธฐ, ๊ทธ๋ฆฌ๊ณ  ์ œ๋„ ๋ณ€ํ™” ๋“ฑ์ด ํ‘œ์ค€์ ์ธ ์„ค๋ช… ๊ธฐ๋ฒ•์„ ๋ถˆ์•ˆ์ •ํ•˜๊ฑฐ๋‚˜ ๊ฒฝ์ œ์ ์œผ๋กœ ์„ค๋“๋ ฅ ์—†๊ฒŒ ๋งŒ๋“ค ์ˆ˜ ์žˆ๋‹ค๋Š” ์ ์— ์ฃผ๋ชฉํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋…ผ๋ฌธ์€ XAI ๋ฐฉ๋ฒ•๋ก ์„ ์„ธ ๊ฐ€์ง€ ๋ฒ”์ฃผ๋กœ ๋ถ„๋ฅ˜ํ•˜๊ณ , ๊ฐ ๋ฒ”์ฃผ์˜ ํŠน์ง•๊ณผ ์‹œ๊ฐ„

System
Are generative AI text annotations systematically biased?

Are generative AI text annotations systematically biased?

๋ณธ ๋…ผ๋ฌธ์€ ์ƒ์„ฑํ˜• ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(GLLM)์ด ์ž๋™ ์ฝ˜ํ…์ธ  ๋ถ„์„์— ๋ฏธ์น˜๋Š” ์˜ํ–ฅ์„ ๋‹ค๊ฐ๋„๋กœ ์กฐ๋ช…ํ•œ๋‹ค. ์ฒซ ๋ฒˆ์งธ๋กœ, GPTโ€‘4์™€ ๊ฐ™์€ ์ตœ์‹  ๋ชจ๋ธ์ด ์‚ฌ์ „ ํ•™์Šต(preโ€‘training) ๋‹จ๊ณ„์—์„œ ๋ฐฉ๋Œ€ํ•œ ์›น ํ…์ŠคํŠธ๋ฅผ ํ•™์Šตํ•จ์œผ๋กœ์จ ์ธ๊ฐ„ ์ˆ˜์ค€์— ๊ทผ์ ‘ํ•˜๋Š” ์–ธ์–ด ์ดํ•ด ๋Šฅ๋ ฅ์„ ํš๋“ํ•œ๋‹ค๋Š” ์ ์„ ๊ฐ•์กฐํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ์‚ฌ์ „ ์ง€์‹์€ ์ „ํ†ต์ ์ธ ์ง€๋„ํ•™์Šต ๋ฐฉ์‹์ด ์š”๊ตฌํ•˜๋Š” ๋Œ€๋Ÿ‰์˜ ๋ผ๋ฒจ๋ง ๋ฐ์ดํ„ฐ์™€ ๋น„๊ตํ–ˆ์„ ๋•Œ, ์†Œ์ˆ˜์˜ ์ƒ˜ํ”Œ๋งŒ์œผ๋กœ๋„ ๋†’์€ ์„ฑ๋Šฅ์„ ๋Œ์–ด๋‚ผ ์ˆ˜ ์žˆ๊ฒŒ ๋งŒ๋“ ๋‹ค. ๋…ผ๋ฌธ์€ ์‹ค์ œ ์‹คํ—˜์„ ํ†ตํ•ด ํ…์ŠคํŠธ ๋ถ„๋ฅ˜, ๊ฐ์„ฑ ๋ถ„์„, ์ฃผ์ œ ๋ชจ๋ธ๋ง, ์ž๋™ ์š”์•ฝ ๋“ฑ ๋„ค ๊ฐ€์ง€ ๋Œ€ํ‘œ์ ์ธ ์ž‘

System
Evaluating perturbation robustness of generative systems that use COBOL code inputs

Evaluating perturbation robustness of generative systems that use COBOL code inputs

๋ณธ ๋…ผ๋ฌธ์ด ๋‹ค๋ฃจ๋Š” ํ•ต์‹ฌ ๋ฌธ์ œ๋Š” โ€œLLM ๊ธฐ๋ฐ˜ ์‹œ์Šคํ…œ์ด ์ž…๋ ฅ ์ฝ”๋“œ์˜ ์‚ฌ์†Œํ•œ ๋ณ€ํ˜•์— ์–ผ๋งˆ๋‚˜ ์ทจ์•ฝํ•œ๊ฐ€โ€๋ผ๋Š” ์งˆ๋ฌธ์ด๋‹ค. ํŠนํžˆ COBOL์ด๋ผ๋Š” ๋ ˆ๊ฑฐ์‹œ ์–ธ์–ด๋Š” ๊ธˆ์œตยท๋ณดํ—˜ยท์ •๋ถ€ ๋“ฑ ํ•ต์‹ฌ ์‚ฐ์—…์—์„œ ์•„์ง๋„ ๋Œ€๊ทœ๋ชจ ์šด์˜ ์‹œ์Šคํ…œ์„ ์ง€ํƒฑํ•˜๊ณ  ์žˆ์œผ๋ฉฐ, ๊ทธ ์ฝ”๋“œ๋ฒ ์ด์Šค๋Š” ๋Œ€๋ถ€๋ถ„ ํ์‡„ํ˜•์ด๋ฉฐ LLM ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ์— ํฌํ•จ๋˜์ง€ ์•Š๋Š”๋‹ค. ๋”ฐ๋ผ์„œ ๊ธฐ์กด์˜ LLM ํ‰๊ฐ€ ๋ฐฉ๋ฒ•์„ ๊ทธ๋Œ€๋กœ ์ ์šฉํ•˜๊ธฐ ์–ด๋ ต๋‹ค. ์ €์ž๋“ค์€ ์ด๋Ÿฌํ•œ ์ƒํ™ฉ์„ ์ธ์‹ํ•˜๊ณ , COBOL ์ฝ”๋“œ๋ฅผ ๋Œ€์ƒ์œผ๋กœ ํ•˜๋Š” ์ „์šฉ ๊ฒฌ๊ณ ์„ฑ ํ‰๊ฐ€ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์„ค๊ณ„ํ•˜์˜€๋‹ค. ์ฒซ ๋ฒˆ์งธ ๊ธฐ์—ฌ๋Š” โ€œCOBOL ํŒŒ๋ผ๊ทธ๋ž˜ํ”„ ๋ฐ ์ „์ฒด ํ”„๋กœ๊ทธ๋žจ ์ˆ˜์ค€์˜ ๋ณ€

System
GNSS Jammer Direction Finding in Dynamic Scenarios Using an Inertial-based Multi-Antenna System

GNSS Jammer Direction Finding in Dynamic Scenarios Using an Inertial-based Multi-Antenna System

๋ณธ ๋…ผ๋ฌธ์€ GNSS ์žฌ๋ฐ ์‹ ํ˜ธ ํƒ์ง€ยท์œ„์น˜์ถ”์ • ๋ถ„์•ผ์—์„œ ๋‘ ๊ฐ€์ง€ ํ˜์‹ ์ ์ธ ์š”์†Œ๋ฅผ ๊ฒฐํ•ฉํ•œ๋‹ค. ์ฒซ์งธ, ์ €๋น„์šฉยท๋ฒ”์šฉ์ ์ธ SDR ํ”Œ๋žซํผ์ธ Ettus USRP X440๊ณผ 2 ร— 2 ํŒจ์น˜ ์•ˆํ…Œ๋‚˜ ๋ฐฐ์—ด์„ ํ™œ์šฉํ•ด ์‹ค์‹œ๊ฐ„ I/Q ๋ฐ์ดํ„ฐ๋ฅผ ํ™•๋ณดํ•œ๋‹ค๋Š” ์ ์€ ์‹คํ—˜ ์žฌํ˜„์„ฑ๊ณผ ํ™•์žฅ์„ฑ์„ ํฌ๊ฒŒ ๋†’์ธ๋‹ค. ์ „ํ†ต์ ์ธ ๋‹จ์ผ ์•ˆํ…Œ๋‚˜ ๊ธฐ๋ฐ˜ AoA ์ถ”์ •์€ ์•ˆํ…Œ๋‚˜ ๊ฐ„ ์œ„์ƒ ์ฐจ์ด๋ฅผ ์ด์šฉํ•˜์ง€๋งŒ, ๋ฐฐ์—ด์ด 2 ร— 2์— ๋ถˆ๊ณผํ•ด ๊ฐ๋„ ํ•ด์ƒ๋„๊ฐ€ ์ œํ•œ์ ์ด๋‹ค. ์ด๋ฅผ ๋ณด์™„ํ•˜๊ธฐ ์œ„ํ•ด ์ €์ž๋“ค์€ ํ”Œ๋žซํผ์˜ ์ด๋™์„ ์ด์šฉํ•œ ํ•ฉ์„ฑ ๊ฐœ๊ตฌ(Synthetic Aperture) ๋ฐฉ์‹์„ ๋„์ž…ํ•œ๋‹ค. ์ด๋™ ๊ฒฝ๋กœ์™€ ์†๋„

System
A method to develop mission critical data processing systems for   satellite based instruments. The spinning mode case

A method to develop mission critical data processing systems for satellite based instruments. The spinning mode case

๋ณธ ๋…ผ๋ฌธ์€ ํ˜„๋Œ€ ์œ„์„ฑ ์‹คํ—˜์˜ ๋ณต์žก์„ฑ์„ ๊ณ ๋ คํ•œ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ ๋ฐฉ๋ฒ•๋ก ์— ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ๋‹ค. ํŠนํžˆ, ํšŒ์ „ ๋ชจ๋“œ์—์„œ์˜ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•œ SPIPI ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ œ์•ˆํ•˜๊ณ , ์ด๋ฅผ ํ†ตํ•ด ์œ„์„ฑ ๊ธฐ๋ฐ˜ ์‹คํ—˜์—์„œ ๋ฐœ์ƒํ•˜๋Š” ๋‹ค์–‘ํ•œ ์ž์› ๊ด€๋ จ ์ œ์•ฝ ์กฐ๊ฑด์„ ํ•ด๊ฒฐํ•˜๋ ค๋Š” ์˜๋„๊ฐ€ ๋ช…ํ™•ํžˆ ๋“œ๋Ÿฌ๋‚œ๋‹ค. 1. ์‹œ์Šคํ…œ ๊ฐœ์š” ๋ฐ ๋ฌธ์ œ ์ธ์‹ ํ˜„๋Œ€ ์œ„์„ฑ ์‹คํ—˜์€ ๋น„ํ–‰ ๋ฐ ์ง€์ƒ ์„ธ๊ทธ๋จผํŠธ๋กœ ๊ตฌ์„ฑ๋œ ๋ณต์žกํ•œ ์‹ค์‹œ๊ฐ„ ์‹œ์Šคํ…œ์œผ๋กœ, ํฌ๊ธฐ, ๋ฌด๊ฒŒ, ์ „๋ ฅ ์†Œ๋น„, ์‹ค์‹œ๊ฐ„ ์‘๋‹ต ์š”๊ตฌ์‚ฌํ•ญ, ๊ณ ์žฅ ๋‚ด์„ฑ ๋“ฑ์˜ ์ž์› ๊ด€๋ จ ์ œ์•ฝ ์กฐ๊ฑด์„ ๊ฐ€์ง„๋‹ค. ์ด๋Ÿฌํ•œ ์‹œ์Šคํ…œ์€ ๋†’์€ ์ˆ˜์ค€์˜ ๋ณด์ฆ์ด ํ•„์š”ํ•˜๋ฉฐ, ํ•˜

Software Engineering System Data Computer Science Astrophysics
A Formal Approach for Agent Based Large Concurrent Intelligent Systems

A Formal Approach for Agent Based Large Concurrent Intelligent Systems

: ๋ณธ ๋…ผ๋ฌธ์€ ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ๋ชจ๋ธ๋ง์„ ํ†ตํ•œ ๋ณต์žก ์ง€๋Šฅํ˜• ์‹œ์Šคํ…œ ์„ค๊ณ„์— ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ์œผ๋ฉฐ, ์ด๋Š” ํ˜„์žฌ์˜ ํ”„๋กœ์ ํŠธ ๊ด€๋ฆฌ์™€ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ์—์„œ ์ง๋ฉดํ•˜๋Š” ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ ์ƒˆ๋กœ์šด ์ ‘๊ทผ๋ฒ•์œผ๋กœ ์ œ์‹œ๋œ๋‹ค. ํŠนํžˆ, ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ๋ชจ๋ธ๋ง์€ ๋ณต์žกํ•œ ์‹œ์Šคํ…œ์„ ํšจ๊ณผ์ ์œผ๋กœ ์„ค๊ณ„ํ•˜๊ณ  ๊ตฌํ˜„ํ•  ์ˆ˜ ์žˆ๋Š” ๋ฐฉ๋ฒ•๋ก  ์ค‘ ํ•˜๋‚˜๋กœ ์ฃผ๋ชฉ๋ฐ›๊ณ  ์žˆ๋‹ค. 1. ์—์ด์ „ํŠธ์˜ ์ž์œจ์„ฑ๊ณผ ๋ฐ˜์‘์„ฑ ๋…ผ๋ฌธ์—์„œ๋Š” ์—์ด์ „ํŠธ์˜ ํ•ต์‹ฌ ํŠน์ง•์œผ๋กœ ์ž์œจ์„ฑ๊ณผ ๋ฐ˜์‘์„ฑ์„ ๊ฐ•์กฐํ•œ๋‹ค. ์ž์œจ์„ฑ์€ ์—์ด์ „ํŠธ๊ฐ€ ์Šค์Šค๋กœ ์ž‘๋™ํ•˜๊ณ , ์‹œ์Šคํ…œ ๋ชฉํ‘œ๋ฅผ ๋‹ฌ์„ฑํ•˜๊ธฐ ์œ„ํ•ด ๋‚ด๋ถ€ ํ•˜์œ„ ๋ชฉํ‘œ๋ฅผ ์„ค์ •ํ•˜๊ณ  ์ด๋ฅผ ์ˆ˜ํ–‰ํ•˜๋Š” ๋Šฅ๋ ฅ์„ ์˜๋ฏธํ•œ๋‹ค. ์ด

System Computer Science Software Engineering
A Radio Based Intelligent Railway Grade Crossing System to Avoid   Collision

A Radio Based Intelligent Railway Grade Crossing System to Avoid Collision

: ๋ณธ ๋…ผ๋ฌธ์€ ์ฒ ๋„ ๋“ฑ๊ธ‰ ๊ต์ฐจ์ ์—์„œ ๋ฐœ์ƒํ•˜๋Š” ์‚ฌ๊ณ ๋ฅผ ์ค„์ด๊ธฐ ์œ„ํ•œ ์ง€๋Šฅํ˜• ์ฒ ๋„ ๊ต๋Ÿ‰ ์‹œ์Šคํ…œ์„ ์ œ์•ˆํ•˜๊ณ , ๊ทธ ๊ตฌํ˜„ ๋ฐฉ๋ฒ•๊ณผ ์ž‘๋™ ์›๋ฆฌ๋ฅผ ์ƒ์„ธํžˆ ์„ค๋ช…ํ•œ๋‹ค. ์ด ์‹œ์Šคํ…œ์˜ ํ•ต์‹ฌ์€ ๋ฌด์„  ๋งํฌ๋ฅผ ํ†ตํ•ด ์—ด์ฐจ์˜ ์ ‘๊ทผ ๋ฐ ํ‡ด์ถœ ์ •๋ณด๋ฅผ ์ˆ˜์ง‘ํ•˜๋Š” ๊ฒƒ์ด๋‹ค. 1. ๋ฌธ์ œ ์ธ์‹ ์ฒ ๋„ ๋“ฑ๊ธ‰ ๊ต์ฐจ์ ์—์„œ ๋ฐœ์ƒํ•˜๋Š” ์‚ฌ๊ณ ๋Š” ์šด์ „์ž์˜ ๊ณผ์‹ค, ์•…์ฒœํ›„, ๋ถ€์ ์ ˆํ•œ ๊ตํ†ต ๊ณ„ํš ๋“ฑ์˜ ๋‹ค์–‘ํ•œ ์š”์ธ์— ์˜ํ•ด ๋ฐœ์ƒํ•˜๋ฉฐ, ํŠนํžˆ ๊ฒŒ์ดํŠธ๊ฐ€ ์—†๋Š” ๊ฒฝ์šฐ ์ด๋Ÿฌํ•œ ์‚ฌ๊ณ ์˜ ์œ„ํ—˜์ด ๋”์šฑ ์ฆ๊ฐ€ํ•œ๋‹ค. ์ด๋กœ ์ธํ•ด ์ตœ๊ทผ 5๋…„ ๋™์•ˆ ๋งŽ์€ ์‚ฌ๋žŒ๋“ค์ด ์‚ฌ๋งํ•˜๊ฑฐ๋‚˜ ๋ถ€์ƒ์„ ์ž…์—ˆ๋‹ค๋Š” ์ ์„ ๊ฐ•์กฐํ•˜๊ณ  ์žˆ๋‹ค. 2. ๊ธฐ์กด ์‹œ์Šคํ…œ์˜

Computer Science System Systems and Control
No Image

Toward Large-Scale Photonics-Empowered AI Systems: From Physical Design Automation to System-Algorithm Co-Exploration

์ด ๋…ผ๋ฌธ์€ ํฌํ† ๋‹‰์Šค ๊ธฐ๋ฐ˜ ์ธ๊ณต์ง€๋Šฅ ๊ฐ€์†๊ธฐ์˜ ์—ฐ๊ตฌ๊ฐ€ โ€œ๋””๋ฐ”์ด์Šคโ€‘๋ ˆ๋ฒจ ํ˜์‹ โ€์—์„œ โ€œ์‹œ์Šคํ…œโ€‘๋ ˆ๋ฒจ ์‹ค์šฉํ™”โ€ ๋‹จ๊ณ„๋กœ ์ „ํ™˜๋˜๋Š” ๋ฐ ํ•„์š”ํ•œ ํ•ต์‹ฌ ๊ณผ์ œ๋ฅผ ์ฒด๊ณ„์ ์œผ๋กœ ์ •๋ฆฌํ•˜๊ณ , ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ ํ†ตํ•ฉ ์„ค๊ณ„ ํ๋ฆ„์„ ์ œ์‹œํ•œ๋‹ค๋Š” ์ ์—์„œ ์˜๋ฏธ๊ฐ€ ํฌ๋‹ค. ์ฒซ ๋ฒˆ์งธ ๊ณ ๋ ค์‚ฌํ•ญ์ธ ๋™์  ํ…์„œ ์—ฐ์‚ฐ ์ง€์›์€ ํ˜„์žฌ AI ๋ชจ๋ธ์ด ๊ณ ์ •๋œ ๊ฐ€์ค‘์น˜ ๋งคํŠธ๋ฆญ์Šค๋งŒ์„ ํ™œ์šฉํ•˜๋Š” ์ „ํ†ต์ ์ธ ์ปจ๋ณผ๋ฃจ์…˜ ๊ฐ€์†๊ธฐ์™€๋Š” ๊ทผ๋ณธ์ ์œผ๋กœ ๋‹ค๋ฅธ ์š”๊ตฌ์‚ฌํ•ญ์ด๋‹ค. ํŠนํžˆ Transformer์™€ ๊ฐ™์€ ์–ดํ…์…˜ ๋ฉ”์ปค๋‹ˆ์ฆ˜์€ ์ž…๋ ฅ ์‹œํ€€์Šค ๊ธธ์ด์— ๋”ฐ๋ผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๊ฐ€์ค‘์น˜ ํ–‰๋ ฌ์„ ์žฌ๊ตฌ์„ฑํ•˜๊ณ , ๋‹ค์ค‘ ํ—ค๋“œ ์—ฐ์‚ฐ์„ ๋ณ‘๋ ฌ์ ์œผ๋กœ ์ˆ˜ํ–‰ํ•œ๋‹ค

System Physics
Expert System for Bitcoin Forecasting: Integrating Global Liquidity via TimeXer Transformers

Expert System for Bitcoin Forecasting: Integrating Global Liquidity via TimeXer Transformers

๋ณธ ๋…ผ๋ฌธ์€ ๋น„ํŠธ์ฝ”์ธ ๊ฐ€๊ฒฉ ์˜ˆ์ธก ๋ชจ๋ธ์— ๋Œ€ํ•œ ์ค‘์š”ํ•œ ํ†ต์ฐฐ๋ ฅ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ํŠนํžˆ, ๋‹จ์ผ ๋ณ€์ˆ˜ ์‹œ๊ณ„์—ด ์˜ˆ์ธก ๋ชจ๋ธ์ด ๋น„ํŠธ์ฝ”์ธ์˜ ๊ทน๋„๋กœ ๋ณ€๋™์„ฑ ๋†’๊ณ  ๋น„์ •์ƒ์ ์ธ ํŠน์„ฑ์„ ์ฒ˜๋ฆฌํ•˜๋Š” ๋ฐ ์–ด๋ ค์›€์„ ๊ฒช๋Š”๋‹ค๋Š” ์ ์„ ๊ฐ•์กฐํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๊ธ€๋กœ๋ฒŒ M2 ์œ ๋™์„ฑ์„ ์™ธ์ƒ ๋ณ€์ˆ˜๋กœ ํ†ตํ•ฉํ•œ TimeXer Exog ๋ชจ๋ธ์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ชจ๋ธ์€ LSTM, N BEATS, PatchTST ๋“ฑ ๊ธฐ์กด์˜ ์ตœ์‹  ๋‹จ์ผ ๋ณ€์ˆ˜ ์˜ˆ์ธก ๋ชจ๋ธ๋“ค๊ณผ ๋น„๊ตํ•˜์—ฌ ์šฐ์ˆ˜ํ•œ ์„ฑ๋Šฅ์„ ๋ณด์˜€์Šต๋‹ˆ๋‹ค. ์‹คํ—˜ ๊ฒฐ๊ณผ๋Š” 70์ผ ์˜ˆ์ธก ๊ธฐ๊ฐ„์—์„œ TimeXer Exog ๋ชจ๋ธ์ด ํ‰๊ท ์ œ๊ณฑ์˜ค์ฐจ(MSE) ์ธก๋ฉด

System
Securing Agentic AI Systems -- A Multilayer Security Framework

Securing Agentic AI Systems -- A Multilayer Security Framework

๋ณธ ๋…ผ๋ฌธ์€ ๊ธ‰์†ํžˆ ํ™•์‚ฐ๋˜๋Š” ์—์ด์ „ํŠธํ˜• ์ธ๊ณต์ง€๋Šฅ(AI) ์‹œ์Šคํ…œ์ด ๊ธฐ์กด ๋ณด์•ˆ ํŒจ๋Ÿฌ๋‹ค์ž„์— ๋„์ „ํ•œ๋‹ค๋Š” ์ ์„ ๋ช…ํ™•ํžˆ ์งš์–ด๋‚ธ๋‹ค. ์—์ด์ „ํŠธํ˜• AI๋Š” ๋‹จ์ˆœํžˆ ์ž…๋ ฅโ€‘์ถœ๋ ฅ ๊ด€๊ณ„๋ฅผ ๋„˜์–ด์„œ, ์ž์ฒด ๋ชฉํ‘œ๋ฅผ ์„ค์ •ํ•˜๊ณ  ํ™˜๊ฒฝ๊ณผ ์ƒํ˜ธ์ž‘์šฉํ•˜๋ฉฐ ํ•™์Šต์„ ์ง€์†ํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ํŠน์„ฑ์€ ๋ฌด๋‹จ ํ–‰๋™(์˜ˆ: ๊ถŒํ•œ ์—†๋Š” ๋ฐ์ดํ„ฐ ์ ‘๊ทผ), ์ ๋Œ€์  ์กฐ์ž‘(์˜ˆ: ์ ๋Œ€์  ์ƒ˜ํ”Œ์„ ํ†ตํ•œ ์ •์ฑ… ๋ณ€์กฐ), ๊ทธ๋ฆฌ๊ณ  ๋™์  ํ™˜๊ฒฝ ๋ณ€ํ™”์— ๋Œ€ํ•œ ์‹ค์‹œ๊ฐ„ ๋Œ€์‘ ๋“ฑ ์ƒˆ๋กœ์šด ์œ„ํ˜‘ ๋ฒกํ„ฐ๋ฅผ ๋งŒ๋“ ๋‹ค. ๊ธฐ์กด AI ๋ณด์•ˆ ํ”„๋ ˆ์ž„์›Œํฌ๋Š” ์ฃผ๋กœ ๋ชจ๋ธ ๋ฌด๊ฒฐ์„ฑ, ๋ฐ์ดํ„ฐ ๋ณดํ˜ธ, ์ถ”๋ก  ๋‹จ๊ณ„์˜ ๊ณต๊ฒฉ ๋ฐฉ์–ด์— ์ดˆ์ ์„ ๋งž์ถ”์—ˆ์œผ๋ฉฐ, ์—์ด์ „ํŠธ์˜ ์ž์œจ์ 

System Framework
Entropy Collapse: A Universal Failure Mode of Intelligent Systems

Entropy Collapse: A Universal Failure Mode of Intelligent Systems

๋ณธ ๋…ผ๋ฌธ์€ ์ง€๋Šฅ ์‹œ์Šคํ…œ์˜ ๋ณต์žกํ•œ ์—ญ๋™์„ฑ๊ณผ ๊ทธ์— ๋”ฐ๋ฅธ ๋ถ•๊ดด ๋ฉ”์ปค๋‹ˆ์ฆ˜์„ ํƒ๊ตฌํ•˜๊ณ  ์žˆ๋‹ค. ํ•™์Šต, ์กฐ์ •, ์ตœ์ ํ™”๋ฅผ ํ†ตํ•ด ์ง€๋Šฅ์ด ํ–ฅ์ƒ๋˜๋Š” ๊ฒƒ์ด ์ผ๋ฐ˜์ ์ธ ๊ด€์ ์ด๋‚˜, ์ด ๊ณผ์ •์—์„œ ๋ฐœ์ƒํ•˜๋Š” ์—ญ์„ค์ ์ธ ๋ฌธ์ œ์ , ์ฆ‰ ์‹œ์Šคํ…œ์˜ ๊ฒฝ์ง๊ณผ ์˜ˆ๊ธฐ์น˜ ์•Š์€ ์‹คํŒจ๊ฐ€ ์ œ์‹œ๋œ๋‹ค. ์ด๋Ÿฌํ•œ ํ˜„์ƒ์„ ์—”ํŠธ๋กœํ”ผ ๋ถ•๊ดด๋ผ๋Š” ๊ฐœ๋…์œผ๋กœ ์„ค๋ช…ํ•˜๋ฉฐ, ํ”ผ๋“œ๋ฐฑ ์ฆํญ์ด ์ƒˆ๋กœ์šด ์ฐฝ์ถœ์„ ๋Šฅ๊ฐ€ํ•  ๋•Œ ๋ฐœ์ƒํ•˜๋Š” ๋ณดํŽธ์ ์ธ ๋™์  ์‹คํŒจ ๋ชจ๋“œ๋ฅผ ์‹๋ณ„ํ•œ๋‹ค. ์—”ํŠธ๋กœํ”ผ ๋ถ•๊ดด๋Š” ์‹œ์Šคํ…œ์˜ ์ ์‘์„ฑ ์ฐจ์› ์ถ•์†Œ๋ฅผ ์˜๋ฏธํ•˜๋ฉฐ, ์ด๋Š” ํ™œ๋™์ด๋‚˜ ๊ทœ๋ชจ์˜ ์ƒ์‹ค๋ณด๋‹ค ๋” ๋ณต์žกํ•œ ๊ตฌ์กฐ์  ๋ณ€ํ™”๋ฅผ ๋‚˜ํƒ€๋‚ธ๋‹ค. ๋…ผ๋ฌธ์€ ์ด๋Ÿฌํ•œ ํ˜„์ƒ์ด ๋‹ค์–‘ํ•œ ๋ถ„์•ผ์—

System
A Systematic Framework for Enterprise Knowledge Retrieval: Leveraging LLM-Generated Metadata to Enhance RAG Systems

A Systematic Framework for Enterprise Knowledge Retrieval: Leveraging LLM-Generated Metadata to Enhance RAG Systems

๋ณธ ๋…ผ๋ฌธ์€ ๊ธฐ์—…์šฉ ์ง€์‹ ๊ด€๋ฆฌ ์‹œ์Šคํ…œ์—์„œ ํ”ํžˆ ๊ฒช๋Š” โ€œ์ •๋ณด ๊ฒ€์ƒ‰ ๋ณ‘๋ชฉโ€ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ๋ฅผ ์ž๋™์œผ๋กœ ์ƒ์„ฑยทํ™œ์šฉํ•˜๋Š” ์ƒˆ๋กœ์šด ํŒŒ์ดํ”„๋ผ์ธ์„ ์ œ์•ˆํ•œ๋‹ค. ๋จผ์ €, ๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ์„ ์ด์šฉํ•ด ๊ฐ ๋ฌธ์„œ ์กฐ๊ฐ์— ๋Œ€ํ•ด ์ฃผ์ œ, ํ‚ค์›Œ๋“œ, ์š”์•ฝ, ๊ด€๊ณ„ ๋“ฑ ๋‹ค์ฐจ์› ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ๋ฅผ ์ถ”์ถœํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ๋ฉ”ํƒ€๋ฐ์ดํ„ฐ๋Š” ๊ธฐ์กด ํ…์ŠคํŠธ ์ž„๋ฒ ๋”ฉ์— ์ถ”๊ฐ€์ ์ธ ์‹œ๊ทธ๋„์„ ์ œ๊ณตํ•จ์œผ๋กœ์จ, ๋™์ผํ•œ ์˜๋ฏธ๋ฅผ ๊ณต์œ ํ•˜๋Š” ๋ฌธ์„œ ๊ฐ„์˜ ๊ฑฐ๋ฆฌ ๊ณ„์‚ฐ์„ ๋ณด๋‹ค ์ •๊ตํ•˜๊ฒŒ ๋งŒ๋“ ๋‹ค. ์ฒญํ‚น ์ „๋žต์€ ์„ธ ๊ฐ€์ง€๋กœ ๊ตฌ๋ถ„๋œ๋‹ค. โ‘  ์˜๋ฏธ ๊ธฐ๋ฐ˜ ์ฒญํ‚น์€ ๋ฌธ๋งฅ์  ์œ ์‚ฌ์„ฑ์„ ๊ธฐ์ค€์œผ๋กœ ๋ฌธ์„œ๋ฅผ ๋™์ ์œผ๋กœ ๋ถ„ํ• ํ•ด ์˜๋ฏธ ๋‹จ์œ„๊ฐ€ ๋ณด์กด

Framework Data System
Hierarchical clustering of complex energy systems using pretopology

Hierarchical clustering of complex energy systems using pretopology

์ด ์—ฐ๊ตฌ๋Š” ์—๋„ˆ์ง€ ๊ด€๋ฆฌ ๋ถ„์•ผ์—์„œ ๊ธฐ์กด์— ํ”ํžˆ ์‚ฌ์šฉ๋˜๋˜ ๊ฐœ๋ณ„ ๊ฑด๋ฌผ ๋‹จ์œ„์˜ ํ˜„์žฅ ์กฐ์‚ฌ ๋ฐฉ์‹์ด ๊ฐ–๋Š” ๋น„ํšจ์œจ์„ฑ์„ ๊ทผ๋ณธ์ ์œผ๋กœ ํ•ด๊ฒฐํ•˜๋ ค๋Š” ์‹œ๋„๋กœ ํ‰๊ฐ€ํ•  ์ˆ˜ ์žˆ๋‹ค. ์ €์ž๋Š” ํ”„๋ฆฌํ† ํด๋กœ์ง€(pretopology)๋ผ๋Š” ์ˆ˜ํ•™์  ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์„ ํƒํ–ˆ๋Š”๋ฐ, ์ด๋Š” ์ „ํ†ต์ ์ธ ์œ„์ƒ์ˆ˜ํ•™์ด ์ œ๊ณตํ•˜๋Š” ๊ฐœ๋…๋ณด๋‹ค ๋” ์œ ์—ฐํ•˜๊ฒŒ โ€˜๊ทผ์ ‘์„ฑโ€™๊ณผ โ€˜ํฌํ•จ ๊ด€๊ณ„โ€™๋ฅผ ์ •์˜ํ•  ์ˆ˜ ์žˆ๋‹ค. ํ”„๋ฆฌํ† ํด๋กœ์ง€ ๊ณต๊ฐ„์—์„œ๋Š” ์ ๋“ค์˜ ๊ทผ์ ‘์„ฑ์„ ๋‚˜ํƒ€๋‚ด๋Š” โ€˜ํ”„๋ฆฌํด๋กœ์ €โ€™ ์—ฐ์‚ฐ๊ณผ, ์ง‘ํ•ฉ์„ ํ™•์žฅ์‹œํ‚ค๋Š” โ€˜ํ”„๋ฆฌ๋‚ด๋ถ€โ€™ ์—ฐ์‚ฐ์„ ํ†ตํ•ด ๋ฐ์ดํ„ฐ ๊ฐ„์˜ ๊ตฌ์กฐ์  ๊ด€๊ณ„๋ฅผ ์ •๋Ÿ‰ํ™”ํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ์—ฐ์‚ฐ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๋‹ค์ค‘ ๊ธฐ์ค€(์˜ˆ: ์œ„์น˜, ํฌ๊ธฐ

System
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Projection Operator in Adaptive Systems

์ด ๋…ผ๋ฌธ์€ ์ ์‘ ์ œ์–ด ๋ถ„์•ผ์—์„œ ํˆฌ์˜ ์—ฐ์‚ฐ์ž์˜ ์—ญํ• ๊ณผ ํŠน์„ฑ์„ ๊นŠ์ด ์žˆ๊ฒŒ ํƒ๊ตฌํ•œ๋‹ค. ํŠนํžˆ, ์ด์‚ฐ ์ง‘ํ•ฉ์˜ ์„ฑ์งˆ์„ ์ด์šฉํ•ด ํˆฌ์˜ ์—ฐ์‚ฐ์ž๋ฅผ ์ •์˜ํ•˜๊ณ , ๊ทธ ๊ธฐํ•˜ํ•™์  ํ•ด์„์„ ํ†ตํ•ด ์ดํ•ด๋ฅผ ๋•๋Š”๋‹ค. 1. ์ด๋ก ์  ๋ฐฐ๊ฒฝ ๋…ผ๋ฌธ์€ ๋จผ์ € ์ด์‚ฐ ์ง‘ํ•ฉ์˜ ์„ฑ์งˆ์— ๋Œ€ํ•ด ์„ค๋ช…ํ•œ๋‹ค. ์ด์‚ฐ ์ง‘ํ•ฉ E ๋‚ด์—์„œ ๋‘ ์  x์™€ y๊ฐ€ ์ฃผ์–ด์กŒ์„ ๋•Œ, ์ด ๋‘ ์ ์„ ์—ฐ๊ฒฐํ•˜๋Š” ์„ ๋ถ„ ์œ„์˜ ๋ชจ๋“  ์ ๋„ E์— ์†ํ•œ๋‹ค๋Š” ์„ฑ์งˆ์ด ์ค‘์š”ํ•˜๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ํˆฌ์˜ ์—ฐ์‚ฐ์ž์˜ ์ •์˜๋ฅผ ์ดํ•ดํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ์ดˆ์ ์ธ ๊ฐœ๋…์„ ์ œ๊ณตํ•œ๋‹ค. 2. ํˆฌ์˜ ์—ฐ์‚ฐ์ž์™€ ๊ทธ ํŠน์„ฑ ํˆฌ์˜ ์—ฐ์‚ฐ์ž๋Š” R^k ๋‚ด์—์„œ ๋‘ ๋ฒกํ„ฐ ฮธ, y์— ๋Œ€ํ•ด ๋‹ค์Œ

Nonlinear Sciences Computer Science System Mathematics Systems and Control
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Markov-Binary Visibility Graph: a new method for analyzing Complex Systems

์ฃ„์†กํ•ฉ๋‹ˆ๋‹ค, ํ•˜์ง€๋งŒ ์ œ๊ณต๋œ ํ…์ŠคํŠธ ์กฐ๊ฐ์—๋Š” ์‹ค์ œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์ง€ ์•Š์•„์„œ ๋…ผ๋ฌธ์˜ ์ดˆ๋ก์ด๋‚˜ ์‹ฌ๋„ ๋ถ„์„์„ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ๋…ผ๋ฌธ์˜ ๋ณธ๋ฌธ ๋˜๋Š” ์ค‘์š”ํ•œ ๋ถ€๋ถ„์„ ํฌํ•จํ•˜๋Š” ์ถ”๊ฐ€ ์ •๋ณด๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ๋งŒ์•ฝ ๋…ผ๋ฌธ์˜ ํŠน์ • ์„น์…˜์ด๋‚˜ ์š”์•ฝ, ๊ทธ๋ž˜ํ”„, ํ‘œ ๋“ฑ์„ ์ œ๊ณตํ•ด ์ฃผ์‹ค ๊ฒฝ์šฐ, ๊ทธ์— ๋”ฐ๋ฅธ ๋ถ„์„๊ณผ ๋ฒˆ์—ญ์„ ๋„์™€๋“œ๋ฆด ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Physics Nonlinear Sciences System
Reversibility in Massive Concurrent Systems

Reversibility in Massive Concurrent Systems

: ๋ณธ ๋…ผ๋ฌธ์€ ๋Œ€๊ทœ๋ชจ ๋ณ‘๋ ฌ ์‹œ์Šคํ…œ์—์„œ ์—ญ์ „ ๊ฐ€๋Šฅ์„ฑ์˜ ๊ฐœ๋…๊ณผ ๊ทธ ์ ์šฉ ๋ฒ”์œ„๋ฅผ ํƒ๊ตฌํ•˜๊ณ  ์žˆ๋‹ค. ์—ญ์ „ ๊ฐ€๋Šฅ์„ฑ์€ ์ž…๋ ฅ ๋ฐ์ดํ„ฐ๊ฐ€ ์ˆœ์ฐจ์ ์œผ๋กœ ์ฒ˜๋ฆฌ๋˜๋ฉด์„œ, ์ฒซ ๋ฒˆ์งธ ์ž…๋ ฅ์ด ๋‘ ๋ฒˆ์งธ ์ž…๋ ฅ ์—†์ด๋„ ๋ฐฉ์ถœ๋˜์–ด ๋‹ค๋ฅธ ์—ฐ์‚ฐ์ž์— ์˜ํ•ด ์‚ฌ์šฉ๋  ์ˆ˜ ์žˆ๋Š” ๋Šฅ๋ ฅ์„ ์˜๋ฏธํ•œ๋‹ค. ์ด๋Š” ๋ณ‘๋ ฌ ์‹œ์Šคํ…œ์—์„œ ํšจ์œจ์ ์ธ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ์™€ ํ”„๋กœ์„ธ์‹ฑ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•˜๋Š” ์ค‘์š”ํ•œ ํŠน์„ฑ์ด๋‹ค. ๋…ผ๋ฌธ์€ ์—ญ์ „ ๊ฐ€๋Šฅ์„ฑ์˜ ๊ตฌ์กฐ๋ฅผ ๋ถ„์„ํ•˜๋ฉด์„œ, ํŠนํžˆ ์ผ๊ด€์„ฑ ์ œ์•ฝ ์กฐ๊ฑด ํ•˜์—์„œ ๋‹ค์ค‘์„ฑ์ด ์ œ๊ฑฐ๋œ ์—ญ์ „ ๊ฐ€๋Šฅํ•œ ๊ตฌ์กฐ์— ์ดˆ์ ์„ ๋งž์ถ”๊ณ  ์žˆ๋‹ค. ์ด๋Š” ๋ณ‘๋ ฌ ์‹œ์Šคํ…œ ๋‚ด์—์„œ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ๊ณผ์ •์ด ์ผ๊ด€์„ฑ์„ ์œ ์ง€ํ•˜๋„๋ก ํ•˜๋Š” ์ค‘์š”ํ•œ

Formal Languages Distributed Computing Computer Science System
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The M/M/Infinity Service System with Ranked Servers in Heavy Traffic

: ๋ณธ ๋…ผ๋ฌธ์€ ๋ฌดํ•œ ์„œ๋ฒ„ ์‹œ์Šคํ…œ์—์„œ ๊ณ ๊ฐ ์ฒ˜๋ฆฌ ๊ณผ์ •์„ ์ˆ˜ํ•™์ ์œผ๋กœ ํƒ๊ตฌํ•˜๋ฉฐ, ํŠนํžˆ Newell์ด ์ œ๊ธฐํ•œ ๊ท ํ˜• ์ƒํƒœ์—์„œ ์ƒˆ๋กœ์šด ๊ณ ๊ฐ์„ ์ฒ˜๋ฆฌํ•˜๋Š” ์„œ๋ฒ„์˜ ์ธ๋ฑ์Šค ๋ถ„ํฌ์— ๋Œ€ํ•œ ๋ฌธ์ œ๋ฅผ ๋‹ค๋ฃฌ๋‹ค. ์ด ์—ฐ๊ตฌ๋Š” ๊ธฐ์กด์˜ ๊ทผ์‚ฌ์‹๋“ค์— ๋Œ€ํ•œ ์—„๋ฐ€ํ•œ ์ฆ๋ช…๊ณผ ๋” ๋†’์€ ์ฐจ์ˆ˜์˜ ๋ถ„ํฌ๋ฅผ ํ™•๋ฆฝํ•˜๋Š”๋ฐ ์ดˆ์ ์„ ๋งž์ถ˜๋‹ค. ๋…ผ๋ฌธ์—์„œ ์ฃผ์š” ๊ด€์‹ฌ์‚ฌ๋Š” ๊ณ ๊ฐ์ด ๋„์ฐฉํ•  ๋•Œ ๊ฐ€์žฅ ๋‚ฎ์€ ์ธ๋ฑ์Šค๋ฅผ ๊ฐ€์ง„ ๋น„์–ด์žˆ๋Š” ์„œ๋ฒ„์— ํ• ๋‹น๋˜๋Š” ๊ณผ์ •์ด๋‹ค. ์ด๋Š” M/M/โˆž ์„œ๋น„์Šค ์‹œ์Šคํ…œ์ด๋ผ๊ณ  ์•Œ๋ ค์ ธ ์žˆ์œผ๋ฉฐ, ฮป โ†’ โˆž์˜ ํ•œ๊ณ„ ์ƒํ™ฉ์—์„œ ๊ด‘๋ฒ”์œ„ํ•˜๊ฒŒ ์—ฐ๊ตฌ๋˜์—ˆ๋‹ค. Newell์€ L์ด '

Performance Mathematics Computer Science System
Jancars formal system for deciding bisimulation of first-order grammars   and its non-soundness

Jancars formal system for deciding bisimulation of first-order grammars and its non-soundness

: 1. ์ฒซ ๋ฒˆ์งธ ์ˆœ์„œ ๋ฌธ๋ฒ•๊ณผ ํ–‰๋™ ์•ŒํŒŒ๋ฒณ์˜ ์ •์˜ ๋…ผ๋ฌธ์€ ์ฒซ ๋ฒˆ์งธ ์ˆœ์„œ ๋ฌธ๋ฒ•์— ๋Œ€ํ•œ ๋น„์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด Jancar์˜ ํ˜•์‹ ์‹œ์Šคํ…œ์„ ๊ฒ€ํ† ํ•œ๋‹ค. ์ด ๊ณผ์ •์—์„œ ํ–‰๋™ ์•ŒํŒŒ๋ฒณ A์™€ ์ค‘๊ฐ„ ๋ผ๋ฒจ ์•ŒํŒŒ๋ฒณ T, ๊ทธ๋ฆฌ๊ณ  ๋งต LAB A: T โ†’ A๋ฅผ ์ •์˜ํ•œ๋‹ค. ์ด๋Ÿฌํ•œ ์ •์˜๋Š” ์ฒซ ๋ฒˆ์งธ ์ˆœ์„œ ๋ฌธ๋ฒ• G (N, A, R)์„ ๊ตฌ์„ฑํ•˜๋Š” ๋ฐ ํ•„์š”ํ•œ ๊ธฐ๋ณธ ์š”์†Œ๋ฅผ ์ œ๊ณตํ•˜๋ฉฐ, ์—ฌ๊ธฐ์„œ N์€ ๋น„ํ„ฐ๋ฏธ๋„ ์ง‘ํ•ฉ, A๋Š” ํ–‰๋™ ์•ŒํŒŒ๋ฒณ, ๊ทธ๋ฆฌ๊ณ  R์€ ๊ทœ์น™ ์ง‘ํ•ฉ์ด๋‹ค. 2. Jancar ํ˜•์‹ ์‹œ์Šคํ…œ์˜ ๊ฐœ์š” Jancar์˜ ํ˜•์‹ ์‹œ์Šคํ…œ์€

Computer Science Formal Languages Logic System

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