๐ Deep Learning and Combinatorial Optimization Workshop - ๋ฅ๋ฌ๋๊ณผ Combinational Optimization ์ํฌ์ต ๋ฐํ ์๋ฃ์ ๋๋ค - Vide
๐ Deep Learning and Combinatorial Optimization Workshop - ๋ฅ๋ฌ๋๊ณผ Combinational Optimization ์ํฌ์ต ๋ฐํ ์๋ฃ์ ๋๋ค - Video์ PDF ํ์ผ์ด ์ฌ๋ผ์จ ์ํฌ์ต๋ ์๊ณ , ์ฌ๋ผ์ค์ง ์์ ์ํฌ์ต๋ ์์ต๋๋ค - ํ๋์ฉ ์์์ ๋ณด๊ณ ์๋๋ฐ, ๊ผญ ๋ค ์ํํด์ผ๊ฒ ๋ค๊ณ ๋ค์งํ๊ณ ์์ต๋๋ค ๐ ์ด ์๋ฃ๋ฅผ ์ถ์ฒํ๋ ์ด์ - Combinational Optimization ๊ด๋ จ ์๋ฃ๊ฐ ๋ง์ง ์์๋ฐ, ํด๋น ์ํฌ์ต ์๋ฃ๊ฐ ๋งค์ฐ ์ ์ตํด์ ์ถ์ฒํฉ๋๋ค - ๋ฅ๋ฌ๋๊ณผ ์ฐ๊ฒฐ๋ ๋ถ๋ถ์ด ๋งค์ฐ ์ธ์์ ์ ๋๋ค! - Graph์ ์ต์ ํ ๋ถ์ผ๋ฅผ ๊ฐ์ด ์กฐํฉํด์ ๋์จ ๋ฐํ๋ค์ด ์๋ ๋ถ๋ถ๋ ์ธ์์ ์ ๋๋ค ๐ ์ฝ์ผ๋ฉด ์ข์ ๋ถ - Combinational Optimization์ ๊ด์ฌ์ด ์๋ ๋ถ - ์ต์ ํ ๋ถ์ผ์ ๊ด์ฌ์ด ์๋ ๋ถ - ๋ฅ๋ฌ๋๊ณผ ์ต์ ํ๋ฅผ ๊ฐ์ด ์ฐ๊ฒฐํด์ ์ดํดํ๊ณ ์ถ์ ๋ถ ๐ ์ธ์ ๊น์ Workshop ์ ๋ชฉ - 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