Techniques for machine learning scheme changing based at least in part on dynamic network changes

A first network node for wireless communication, comprising:

• one or more antennas;
• and
• a processing system that includes one or more processors and one or more memories that store code and are coupled with the one or more processors, the processing system configured to cause the first network node to:
• transmit, to a second network node, a machine learning configuration associated with a plurality of machine learning schemes,
• wherein a first machine learning scheme, of the plurality of machine learning schemes, is associated with a first network state and a first numerology,
• wherein a second machine learning scheme, of the plurality of machine learning schemes, is associated with a second network state and a second numerology, and
• wherein the plurality of machine learning schemes include a machine learning model for generating a prediction associated with a first serving cell based at least in part on at least one reference signal associated with a second serving cell;
• and
• transmit, to the second network node, assistance information indicating an occurrence of a dynamic network change of a set of specified dynamic network changes,
• wherein the dynamic network change corresponds to a change from the first network state to the second network state,
• wherein the dynamic network change comprises a bandwidth part switch associated with the second serving cell,
• wherein the bandwidth part switch comprises a change from a first bandwidth part being active to a second bandwidth part being active, and
• wherein the second numerology corresponds to the second bandwidth part.

A method of wireless communication performed by a first network node, comprising:

• receiving assistance information indicating an occurrence of at least one dynamic network change of a set of dynamic network changes,
• wherein the at least one dynamic network change corresponds to a change from a first network state to a second network state,
• wherein a first machine learning scheme, of a plurality of machine learning schemes configured at the first network node, is associated with the first network state and a first numerology,
• wherein the plurality of machine learning schemes include a machine learning model for generating a prediction associated with a first serving cell based at least in part on at least one reference signal associated with a second serving cell,
• wherein the at least one dynamic network change comprises a bandwidth part switch associated with the second serving cell, and
• wherein the bandwidth part switch comprises a change from a first bandwidth part being active to a second bandwidth part being active;
• identifying, based at least in part on the assistance information, a second machine learning scheme, from the plurality of machine learning schemes,
• wherein the second machine learning scheme is associated with the second network state and a second numerology, and
• wherein the second numerology corresponds to the second bandwidth part;
• and
• performing a wireless communication based at least in part on the second machine learning scheme.

A method of wireless communication performed by a first network node, comprising:

• transmitting, to a second network node, a machine learning configuration associated with a plurality of machine learning schemes,
• wherein a first machine learning scheme, of the plurality of machine learning schemes, is associated with a first network state and a first numerology,
• wherein a second machine learning scheme, of the plurality of machine learning schemes, is associated with a second network state and a second numerology, and
• wherein the plurality of machine learning schemes include a machine learning model for generating a prediction associated with a first serving cell based at least in part on at least one reference signal associated with a second serving cell;
• and
• transmitting, to the second network node, assistance information indicating an occurrence of a dynamic network change of a set of specified dynamic network changes,
• wherein the dynamic network change corresponds to a change from the first network state to the second network state,
• wherein the dynamic network change comprises a bandwidth part switch associated with the second serving cell,
• wherein the bandwidth part switch comprises a change from a first bandwidth part being active to a second bandwidth part being active, and
• wherein the second numerology corresponds to the second bandwidth part.