๐ŸŒˆ Deep Learning and Combinatorial Optimization Workshop - ๋”ฅ๋Ÿฌ๋‹๊ณผ Combinational Optimization ์›Œํฌ์ƒต ๋ฐœํ‘œ ์ž๋ฃŒ์ž…๋‹ˆ๋‹ค - Video์™€ PDF ํŒŒ์ผ์ด ์˜ฌ๋ผ์˜จ ์›Œํฌ์ƒต๋„ ์žˆ๊ณ , ์˜ฌ๋ผ์˜ค์ง€ ์•Š์€ ์›Œํฌ์ƒต๋„ ์žˆ์Šต๋‹ˆ๋‹ค - ํ•˜๋‚˜์”ฉ ์˜์ƒ์„ ๋ณด๊ณ  ์žˆ๋Š”๋ฐ, ๊ผญ ๋‹ค ์†Œํ™”ํ•ด์•ผ๊ฒ ๋‹ค๊ณ  ๋‹ค์งํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค ๐ŸŽ ์ด ์ž๋ฃŒ๋ฅผ ์ถ”์ฒœํ•˜๋Š” ์ด์œ  - Combinational Optimization ๊ด€๋ จ ์ž๋ฃŒ๊ฐ€ ๋งŽ์ง„ ์•Š์€๋ฐ, ํ•ด๋‹น ์›Œํฌ์ƒต ์ž๋ฃŒ๊ฐ€ ๋งค์šฐ ์œ ์ตํ•ด์„œ ์ถ”์ฒœํ•ฉ๋‹ˆ๋‹ค - ๋”ฅ๋Ÿฌ๋‹๊ณผ ์—ฐ๊ฒฐ๋œ ๋ถ€๋ถ„์ด ๋งค์šฐ ์ธ์ƒ์ ์ž…๋‹ˆ๋‹ค! - Graph์™€ ์ตœ์ ํ™” ๋ถ„์•ผ๋ฅผ ๊ฐ™์ด ์กฐํ•ฉํ•ด์„œ ๋‚˜์˜จ ๋ฐœํ‘œ๋“ค์ด ์žˆ๋Š” ๋ถ€๋ถ„๋„ ์ธ์ƒ์ ์ž…๋‹ˆ๋‹ค ๐Ÿ‘ ์ฝ์œผ๋ฉด ์ข‹์€ ๋ถ„ - Combinational Optimization์— ๊ด€์‹ฌ์ด ์žˆ๋Š” ๋ถ„ - ์ตœ์ ํ™” ๋ถ„์•ผ์— ๊ด€์‹ฌ์ด ์žˆ๋Š” ๋ถ„ - ๋”ฅ๋Ÿฌ๋‹๊ณผ ์ตœ์ ํ™”๋ฅผ ๊ฐ™์ด ์—ฐ๊ฒฐํ•ด์„œ ์ดํ•ดํ•˜๊ณ  ์‹ถ์€ ๋ถ„ ๐Ÿ“‹ ์ธ์ƒ ๊นŠ์€ Workshop ์ œ๋ชฉ - Fair and Interpretable Decision Rules for Binary Classification - The Transformer Network for the Traveling Salesman Problem - Quarks, hierarchical clustering, and combinatorial optimization - Reinforcement Learning for Integer Programming: Learning to Cut - Can ML Help in Solving Cargo Capacity Management Booking Control Problems? - A Framework For Differentiable Discovery Of Graph Algorithms - Solving Mixed Integer Programs Using Neural Networks - Exact Combinatorial Optimization with Graph Convolutional Neural Networks - Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers - Deep Learning for Combinatorial Optimization: count your flops and make your flops count! - Decision-focused learning: integrating downstream combinatorics in ML - Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization

Deep Learning and Combinatorial Optimization - IPAM

IPAM

Deep Learning and Combinatorial Optimization - IPAM

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2021๋…„ 3์›” 13์ผ ์˜ค์ „ 7:50

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