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cozheyuanzhangde/compose-cl

Continual Learning Mechanisms Compose for Long-Horizon Memorization

Visit GitHub
Python
25
3
1 contributors
MIT License
website
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Momentum

How fast cozheyuanzhangde/compose-cl is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Sep 16 – Nov 15, 2026

Stars +10 in 61 days

012
2

Forks +3 in 61 days

012
2

Merged PRs 0 in 61 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Sep 16Sep 24Oct 2Oct 10Oct 18Oct 26Nov 3Nov 11
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Wed, Sep 16, 2026+0+10
Thu, Sep 17, 2026+1+20
Fri, Sep 18, 2026+2+00
Sat, Sep 19, 2026+0+00
Sun, Sep 20, 2026+1+00
Mon, Sep 21, 2026+0+00
Tue, Sep 22, 2026+0+00
Wed, Sep 23, 2026+1+00
Thu, Sep 24, 2026+0+00
Fri, Sep 25, 2026+0+00
Sat, Sep 26, 2026+0+00
Sun, Sep 27, 2026+1+00
Mon, Sep 28, 2026+2+00
Tue, Sep 29, 2026+0+00
Wed, Sep 30, 2026+0+00
Thu, Oct 1, 2026+0+00
Fri, Oct 2, 2026+0+00
Sat, Oct 3, 2026+0+00
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Mon, Oct 5, 2026+0+00
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Thu, Oct 8, 2026+0+00
Fri, Oct 9, 2026+0+00
Sat, Oct 10, 2026+0+00
Sun, Oct 11, 2026+0+00
Mon, Oct 12, 2026+0+00
Tue, Oct 13, 2026+0+00
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Fri, Oct 16, 2026+1+00
Sat, Oct 17, 2026+0+00
Sun, Oct 18, 2026+0+00
Mon, Oct 19, 2026+0+00
Tue, Oct 20, 2026+1+00
Wed, Oct 21, 2026+0+00
Thu, Oct 22, 2026+0+00
Fri, Oct 23, 2026+0+00
Sat, Oct 24, 2026+0+00
Sun, Oct 25, 2026+0+00
Mon, Oct 26, 2026+0+00
Tue, Oct 27, 2026+0+00
Wed, Oct 28, 2026+0+00
Thu, Oct 29, 2026+0+00
Fri, Oct 30, 2026+0+00
Sat, Oct 31, 2026+0+00
Sun, Nov 1, 2026+0+00
Mon, Nov 2, 2026+0+00
Tue, Nov 3, 2026+0+00
Wed, Nov 4, 2026+0+00
Thu, Nov 5, 2026+0+00
Fri, Nov 6, 2026+0+00
Sat, Nov 7, 2026+0+00
Sun, Nov 8, 2026+0+00
Mon, Nov 9, 2026+0+00
Tue, Nov 10, 2026+0+00
Wed, Nov 11, 2026+0+00
Thu, Nov 12, 2026+0+00
Fri, Nov 13, 2026+0+00
Sat, Nov 14, 2026+0+00
Sun, Nov 15, 2026+0+00
Total+10+30
  • 1#1 on the list
  • 7Rank that day
  • Not trending

Social mentions

Recent discussions about this repository across the web
  1. Sep 231 post

    • Qwen3-4B 连续学 100 个问答任务，朴素微调的最终记忆保留率只有 1.2%。ComposeCL 叠加生成式回放、自蒸馏、权重保护和 merged LoRA，三套数据平均升到 34.9%。代码和数据已公开。这里训练、评测用的是同一批问答，测到的是记忆保留，不代表泛化。 持续学习 006：

      Read full on X, posted by @taipeima

      @taipeima · x.com

  2. Sep 172 posts

    • Johns Hopkins ran 100 fine-tuning tasks back to back, no replay data and no task IDs at inference. Naive sequential SFT retains 1.2% of what it learned. Compose all three anchors (data, function,…

      Read full on X, posted by @builderleader

      @builderleader · x.com

    • 📄 Continual Learning Mechanisms Compose for Long-Horizon Memorization by Zheyuan Zhang (@zheyuanzhang99), Alvin Zhang et al. Composes replay, self-distillation, weight regularization, and merged…

      Read full on X, posted by @papersdatacode

      @papersdatacode · x.com

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