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@kaist-silab

KAIST SILAB

KAIST Systems Intelligence Laboratory

KAIST SILAB

Systems Intelligence Lab @ Industrial & Systems Engineering, KAIST

Systems Intelligence Laboratory seeks to develop data-driven approaches to analyzing, monitoring, and controlling complex engineering systems, with an attempt to optimize designs, managements, and operations of various target systems.

Principal Investigator: Prof. Jinkyoo Park

Website: http://silab.kaist.ac.kr

Pinned

  1. bootgen bootgen Public

    [NeurIPS 23] Official code for BootGen: "Bootstrapped Training of Score Conditioned Generator for Offline Biological Design"

    Python 9

  2. graphsplinenets graphsplinenets Public

    [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"

    Jupyter Notebook 10 1

  3. devformer devformer Public

    [ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"

    Python 16

  4. meta-sage meta-sage Public

    [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization

    Python 9

Repositories

Showing 10 of 14 repositories
  • website Public

    Website for KAIST Systems Intelligence Laboratory (WIP)

    HTML 1 BSD-3-Clause 1 0 0 Updated Mar 25, 2024
  • HiMAP Public

    [AAMAS 2024] HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding

    Python 4 0 0 0 Updated Mar 12, 2024
  • Python 1 0 0 0 Updated Jan 25, 2024
  • meta-sage Public

    [ICML 2023] Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization

    Python 9 0 0 0 Updated Dec 19, 2023
  • graphsplinenets Public

    [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"

    Jupyter Notebook 10 1 0 2 Updated Nov 7, 2023
  • Python 13 1 0 0 Updated Nov 5, 2023
  • devformer Public

    [ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"

    Python 16 Apache-2.0 0 1 0 Updated Sep 18, 2023
  • bootgen Public

    [NeurIPS 23] Official code for BootGen: "Bootstrapped Training of Score Conditioned Generator for Offline Biological Design"

    Python 9 Apache-2.0 0 1 0 Updated Jun 11, 2023
  • design-baselines-fixes Public

    Baselines for Model-Based Optimization installation fixes and compatible with newer AMPERE+ GPUs (e.g. 3090)

    Python 8 MIT 0 1 0 Updated Apr 30, 2023
  • awesome-graph-pde Public

    Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation