feat(implicit): add amortized estimation sections and evolution of estimation figure#88
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…d estimation sections"" This reverts commit 571a725.
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Pull request overview
Adds new conceptual material to the “Implicit Adaptivity” chapter by introducing a theoretical bridge from explicit varying-coefficient estimators to differentiable implicit models, and by expanding the meta-learning section with an amortized estimation/context-encoder discussion (including a new figure).
Changes:
- Renames/retitles the context-input subsection to frame it as a “Theoretical Bridge” and adds new mathematical exposition.
- Expands the meta-learning section with an “Amortized Estimation: Context Encoders” subsection.
- Adds a new figure (
estimation_evolution.png) referenced from the new amortized estimation text.
Reviewed changes
Copilot reviewed 1 out of 2 changed files in this pull request and generated 4 comments.
| File | Description |
|---|---|
content/07.implicit.md |
Adds the theoretical-bridge math block, expands amortized estimation discussion, and embeds a new figure. |
content/images/estimation_evolution.png |
New image used by the amortized estimation section. |
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…ic P. Xing as author Removes the theoretical bridge math (VCM-neural network connection) from this PR — it will land separately. Keeps the amortized estimation / context encoder content. Adds Eric P. Xing (CMU MLD, MBZUAI) to the author list.
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cnellington
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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
blengerich
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May 22, 2026
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[ci skip] This build is based on a7c7a4f. This commit was created by the following CI build and job: https://github.com/AdaptInfer/context-review/commit/a7c7a4f0ba8aea692ae9f94ca86eea6dfa82a1cb/checks https://github.com/AdaptInfer/context-review/actions/runs/26309869786
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[ci skip] This build is based on a7c7a4f. This commit was created by the following CI build and job: https://github.com/AdaptInfer/context-review/commit/a7c7a4f0ba8aea692ae9f94ca86eea6dfa82a1cb/checks https://github.com/AdaptInfer/context-review/actions/runs/26309869786
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Also reverts a commit which itself reverts an accidental push to main with these changes 571a725.