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Update 0.6.5 ChangeLog (#1308)
Summary: Pull Request resolved: #1308 Adds a few missing entries to 0.6.5 changelog. Reviewed By: esantorella Differential Revision: D37886737 fbshipit-source-id: 261f19d7ecc426049c47236ae4dece5be6dc0f5c
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CHANGELOG.md

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@@ -16,6 +16,7 @@ The release log for BoTorch.
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* Add outcome_transform to `FixedNoiseMultiTaskGP` (#1255).
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* Support Scalable Constrained Bayesian Optimization (#1257).
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* Support `SaasFullyBayesianSingleTaskGP` in `prune_inferior_points` (#1260).
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* Implement MARS as a risk measure (#1303).
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* Add MARS tutorial (#1305).
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#### Other Changes
@@ -29,15 +30,19 @@ The release log for BoTorch.
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* Handle `X_pending` properly in `FixedFeatureAcquisition` (#1233, #1234).
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* PE and PLBO support in Ax (#1240, #1241).
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* Remove `model.train` call from `get_X_baseline` for better caching (#1289).
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* Support `inf` values in `bounds` argument of `optimize_acqf` (#1302).
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#### Bug Fixes
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* Update `get_gp_samples` to support input / outcome transforms (#1201).
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* Fix cached Cholesky sampling in `qNEHVI` when using `Standardize` outcome transform (#1215).
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* Make `task_feature` as required input in `MultiTaskGP.construct_inputs` (#1246).
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* Fix CUDA tests (#1253).
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* Fix `FixedSingleSampleModel` dtype/device conversion (#1254).
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* Prevent inappropriate transforms by putting input transforms into train mode before converting models (#1283).
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* Fix `sample_points_around_best` when using 20 dimensional inputs or `prob_perturb` (#1290).
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* Skip bound validation in `optimize_acqf` if inequality constraints are specified (#1297).
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* Properly handle RFFs when used with a `ModelList` with individual transforms (#1299).
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* Update `PosteriorList` to support deterministic-only models and fix `event_shape` (#1300).
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#### Documentation
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* Add a note about observation noise in the posterior in `fit_model_with_torch_optimizer` notebook (#1196).

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