Maintenance Release

New Features

• Implement qLogNParEGO (#2364).
• Support picking best of multiple fit attempts in fit_gpytorch_mll (#2373).

Deprecations

• Many functions that used to silently ignore arbitrary keyword arguments will now
  raise an exception when passed unsupported arguments (#2327, #2336).
• Remove UnstandardizeMCMultiOutputObjective and UnstandardizePosteriorTransform (#2362).

Bug Fixes

• Remove correlation between the step size and the step direction in sample_polytope (#2290).
• Fix pathwise sampler bug (#2337).
• Explicitly check timeout against None so that 0.0 isn't ignored (#2348).
• Fix boundary handling in sample_polytope (#2353).
• Avoid division by zero in normalize & unnormalize when lower & upper bounds are equal (#2363).
• Update sample_all_priors to support wider set of priors (#2371).

Other Changes

• Clarify is_non_dominated behavior with NaN (#2332).
• Add input constructor for qEUBO (#2335).
• Add LogEI as a baseline in the TuRBO tutorial (#2355).
• Update polytope sampling code and add thinning capability (#2358).
• Add initial objective values to initial state for sample efficiency (#2365).
• Clarify behavior on standard deviations with <1 degree of freedom (#2357).