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georgecazenavette avatar

georgecazenavette/mtt-distillation

0
View on GitHub↗
440 stars·63 forks·Python·10 viewsgeorgecazenavette.github.io/mtt-distillation↗

Mtt Distillation

This repo contains code for training expert trajectories and distilling synthetic data from our Dataset Distillation by Matching Training Trajectories paper (CVPR 2022). Please see our project page for more results.

Features

  • Gradient Trajectory Matching - Distills datasets by matching training trajectories across iterations.
  • Other Applications - Synthesizing tileable textures via dataset distillation.

Star history

Star history chart for georgecazenavette/mtt-distillationStar history chart for georgecazenavette/mtt-distillation

How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

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Frequently asked questions

What does georgecazenavette/mtt-distillation do?

This repo contains code for training expert trajectories and distilling synthetic data from our Dataset Distillation by Matching Training Trajectories paper (CVPR 2022). Please see our project page for more results.

What are the main features of georgecazenavette/mtt-distillation?

The main features of georgecazenavette/mtt-distillation are: Gradient Trajectory Matching, Other Applications.

Which projects share features with georgecazenavette/mtt-distillation?

Projects with overlapping indexed features include: dm-medvedev/dataset-distillation — The code was forked from the initial project and changed by Dmitry Medvedev. This project contains code of experiments… ggchen1997/bdi — We propose BiDirectional learning for offline Infinite-width model-based optimization (BDI) between the high-scoring… ggchen1997/bib-icml2023-submission — We propose BIB: BIdirectional Learning for Offline Model-based Biological Sequence Design, which focuses on designing… gzyaftermath/datm — Code. haowenguan/galaxy-dataset-distillation — This is the official repository for paper Discovering Galaxy Features via Dataset Distillation. Our work contains the… angusdujw/ftd-distillation — This repo contains code for training expert trajectories and distilling synthetic data from our Dataset Distillation…

Projects sharing features with Mtt Distillation

These projects share indexed features with Mtt Distillation. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
  • dm-medvedev/dataset-distillationdm-medvedev avatar

    dm-medvedev/dataset-distillation

    8View on GitHub↗

    The code was forked from the initial project and changed by Dmitry Medvedev. This project contains code of experiments for coursework

    Python
    View on GitHub↗8
  • ggchen1997/bdiggchen1997 avatar

    ggchen1997/bdi

    14View on GitHub↗

    We propose BiDirectional learning for offline Infinite-width model-based optimization (BDI) between the high-scoring designs and the static dataset (a.k.a. low-scoring designs).

    Python
    View on GitHub↗14
  • ggchen1997/bib-icml2023-submissionGGchen1997 avatar

    GGchen1997/BIB-ICML2023-Submission

    9View on GitHub↗

    We propose BIB: BIdirectional Learning for Offline Model-based Biological Sequence Design, which focuses on designing biological sequences to maximize some sequence score.

    Python
    View on GitHub↗9
  • angusdujw/ftd-distillationAngusDujw avatar

    AngusDujw/FTD-distillation

    40View on GitHub↗

    This repo contains code for training expert trajectories and distilling synthetic data from our Dataset Distillation by FTD paper (CVPR 2023).

    Python
    View on GitHub↗40
Compare all 20 related projects→