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ndem0 merged 2 commits into from
Jun 18, 2026
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update news on README #810

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update news on README
ndem0 Jun 18, 2026
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ndem0 Jun 18, 2026
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15 changes: 7 additions & 8 deletions README.md
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Expand Up @@ -61,24 +61,23 @@ SPDX-License-Identifier: Apache-2.0
<div style="border: 1px solid #ddd; border-radius: 10px; padding: 14px; margin: 12px 0;">
<ul style="margin: 0; padding-left: 18px; line-height: 1.55;">
<li>
<b>[YYYY-MM-DD]</b> – Short announcement headline.
<a href="LINK">More</a>
<b>[v0.3]</b> – <b>New solvers:</b> autoregressive solver for sequential prediction tasks and multi-model solver support. Internals redesigned around a <b>mixin architecture</b> — lightweight, single-responsibility mixins (preprocessing, forward, postprocessing) that can be freely composed, with residual computation and loss aggregation clearly separated.
</li>
<li>
<b>[YYYY-MM-DD]</b> – Another update: new release / tutorial / paper / feature.
<a href="LINK">Details</a>
<b>[v0.3]</b> – <b>Conditions refactoring:</b> evaluation logic moved out of the solver and into the condition itself via a dedicated <code>evaluate</code> method, decoupling the training loop from problem-specific logic and enabling fully modular, solver-agnostic conditions.
</li>
<li>
<b>[YYYY-MM-DD]</b> – Maintenance note / deprecation / API change.
<a href="LINK">Read</a>
<b>[v0.3]</b> – <b>Code cleanup:</b> core internals migrated to the <code>_src</code> pattern; interfaces and base classes introduced across conditions, problems (<code>AbstractProblem</code> → <code>BaseProblem</code>), losses, and data module; equation zoo reorganized with Burgers added.
</li>
<li>
<b>[v0.3]</b> – <b>KAN support:</b> Kolmogorov–Arnold Networks with fully vectorized spline basis and analytical derivatives.
</li>
</ul>
</div>

<p style="margin-top: 6px;">
<i>Want the full history?</i>
See the <a href="https://github.com/mathLab/PINA/releases"><b>Releases</b></a> page and the
<a href="https://github.com/mathLab/PINA/blob/master/CHANGELOG.md"><b>Changelog</b></a> (if present).
See the <a href="https://github.com/mathLab/PINA/releases"><b>Releases</b></a> page.
</p>

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