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In the current version of the "Use Tempered SMC to Improve Exploration of MCMC Methods" notebook, execution fails due to the following error:

TypeError: extend_params() takes 1 positional argument but 2 were given

This can be fixed by replacing

'extend_params(n_samples, hmc_parameters)' with 'extend_params(hmc_parameters)'

in the parameters of the blackjax.adaptive_tempered_smc function.

@junpenglao junpenglao merged commit f70c58f into blackjax-devs:main Nov 8, 2025
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