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2 | 2 |
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3 | 3 | The release log for BoTorch.
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4 | 4 |
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| 5 | +## [0.5.1] - Sep 2, 2021 |
| 6 | + |
| 7 | +#### Compatibility |
| 8 | +* Require GPyTorch >=1.5.1 (#928). |
| 9 | + |
| 10 | +#### New Features |
| 11 | +* Add `HigherOrderGP` composite Bayesian Optimization tutorial notebook (#864). |
| 12 | +* Add Multi-Task Bayesian Optimziation tutorial (#867). |
| 13 | +* New multi-objective test problems from (#876). |
| 14 | +* Add `PenalizedMCObjective` and `L1PenaltyObjective` (#913). |
| 15 | +* Add a `ProximalAcquisitionFunction` for regularizing new candidates towards previously generated ones (#919, #924). |
| 16 | +* Add a `Power` outcome transform (#925). |
| 17 | + |
| 18 | +#### Bug Fixes |
| 19 | +* Batch mode fix for `HigherOrderGP` initialization (#856). |
| 20 | +* Improve `CategoricalKernel` precision (#857). |
| 21 | +* Fix an issue with `qMultiFidelityKnowledgeGradient.evaluate` (#858). |
| 22 | +* Fix an issue with transforms with `HigherOrderGP`. (#889) |
| 23 | +* Fix initial candidate generation when parameter constraints are on different device (#897). |
| 24 | +* Fix bad in-place op in `_generate_unfixed_lin_constraints` (#901). |
| 25 | +* Fix an input transform bug in `fantasize` call (#902). |
| 26 | +* Fix outcome transform bug in `batched_to_model_list` (#917). |
| 27 | + |
| 28 | +#### Other Changes |
| 29 | +* Make variance optional for `TransformedPosterior.mean` (#855). |
| 30 | +* Support transforms in `DeterministicModel` (#869). |
| 31 | +* Support `batch_shape` in `RandomFourierFeatures` (#877). |
| 32 | +* Add a `maximize` flag to `PosteriorMean` (#881). |
| 33 | +* Ignore categorical dimensions when validating training inputs in `MixedSingleTaskGP` (#882). |
| 34 | +* Refactor `HigherOrderGPPosterior` for memory efficiency (#883). |
| 35 | +* Support negative weights for minimization objectives in `get_chebyshev_scalarization` (#884). |
| 36 | +* Move `train_inputs` transforms to `model.train/eval` calls (#894). |
| 37 | + |
5 | 38 | ## [0.5.0] - Jun 29, 2021
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6 | 39 |
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7 | 40 | #### Compatibility
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