Dynamically adapting provision of notification output to reduce user distraction and/or mitigate usage of computational resources
Dynamically adapting provision of notification output to reduce distractions and/or to mitigate usage of computational resources. In some implementations, an automated assistant application predicts a level of engagement for a user and determines, based on the predicted level of engagement (and optionally future predicted level(s) of engagement), provisioning (e.g., whether, when, and/or how) of output that is based on a received notification. For example, the automated assistant application can, based on predicted level(s) of engagement, determine whether to provide any output based on a received notification, determine whether to suppress provision of output that is based on the received notification (e.g., until a later time with a decreased predicted level of engagement), determine whether to provide output that is a condensed version of the received notification, determine whether to automatically respond to the notification, and/or select an output modality for providing output that is based on the received notification.
1. A method implemented by one or more processors, the method comprising:
identifying, at a vehicle computing device of a vehicle, an electronic notification designated for rendering to a user via the vehicle computing device;
generating, by the vehicle computing device, a current predicted level of driving engagement being exerted in navigating the vehicle;
selecting, based on both (i) one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, a particular modality for rendering notification content that is based on the electronic notification, wherein selecting the particular modality is from amongst a plurality of candidate modalities, including:
an audible only modality,
a graphical only modality, and
an audible and graphical modality;
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a first level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the first level of driving engagement, the audible only modality as the particular modality for rendering the notification content;
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a second level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the second level of driving engagement, the graphical only modality as the particular modality for rendering the notification content; and
causing the vehicle computing to immediately render the notification content in the selected particular modality.
2. The method of claim 1 , further comprising:
generating the notification content as a function of the current predicted level of driving engagement.
3. The method of claim 2 , wherein generating the notification content as a function of the current predicted level of driving engagement comprises:
determining, based on a magnitude of the current predicted level of driving engagement, to generate, as the notification content, a condensed version of the electronic notification.
4. The method of claim 3 , wherein the electronic notification includes text, and wherein the notification content, for the condensed version of the electronic notification, includes less text than the electronic notification.
5. The method of claim 1 , further comprising:
determining, based on both (i) the one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, to immediately render the notification content in lieu of delaying rendering of the notification content;
wherein causing the vehicle computing device to immediately render the notification content is in response to determining to immediately render the electronic content in lieu of delaying rendering of the notification content.
6. The method of claim 1 , further comprising:
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a third level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the third level of driving engagement, the audible and graphical modality as the particular modality for rendering the notification content.
7. The method of claim 1 , wherein the one or more properties of the electronic notification comprise one or more of: a type of the electronic notification, a source of the electronic notification, a time the electronic notification is received, or the notification content that is included in the electronic notification.
8. The method of claim 1 , wherein selecting the particular modality for rendering the notification content that is based on the electronic notification is further based on past user interactions, of the user, with one or more past electronic notifications that include a same source as the electronic notification.
9. A method implemented by one or more processors, the method comprising:
identifying, at a vehicle computing device of a vehicle, an electronic notification designated for rendering to a user via the vehicle computing device;
generating, by the vehicle computing device, a current predicted level of driving engagement being exerted in navigating the vehicle;
determining, based on both (i) one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, whether to generate notification content as a condensed version of the electronic notification, or to generate the notification content as a non-condensed version of the electronic notification;
generating, based on the determining, the notification content as either the condensed version or the non-condensed version;
determining, based on both (i) the one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, to immediately render the notification content in lieu of delaying rendering of the notification content; and
in response to determining to immediately render the electronic content in lieu of delaying rendering of the notification content:
causing the vehicle computing to immediately render the notification content.
10. The method of claim 9 , further comprising:
generating the notification content, as either the condensed version or the non-condensed version, as a function of the current predicted level of driving engagement.
11. The method of claim 10 , wherein generating the notification content as a function of the current predicted level of driving engagement comprises:
determining, based on a magnitude of the current predicted level of driving engagement, to generate, as the notification content, the condensed version of the electronic notification.
12. The method of claim 11 , wherein the electronic notification includes text, and wherein the notification content, for the condensed version of the electronic notification, includes less text than the non-condensed version of the electronic notification.
13. The method of claim 9 , further comprising:
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a first level of driving engagement:
determining, based on both (i) one or more of the properties of the electronic notification and (ii) the first level of driving engagement, to generate the notification content as the condensed version of the electronic notification.
14. The method of claim 13 , further comprising:
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a second level of driving engagement:
determining, based on both (i) one or more of the properties of the electronic notification and (ii) the second level of driving engagement, to generate the notification content as the non-condensed version of the electronic notification.
15. The method of claim 9 , wherein the one or more properties of the electronic notification comprise one or more of: a type of the electronic notification, a source of the electronic notification, a time the electronic notification is received, or the notification content that is included in the electronic notification.
16. The method of claim 9 , wherein determining whether to generate the notification content as the condensed version of the electronic notification, or to generate the notification content as the non-condensed version of the electronic notification, is further based on past user interactions, of the user, with one or more past electronic notifications that include a same source as the electronic notification.
17. A system comprising:
at least one processor; and
memory storing instructions that, when executed, cause the at least one processor to perform operations, the operations comprising:
identifying, at a vehicle computing device of a vehicle, an electronic notification designated for rendering to a user via the vehicle computing device;
generating, by the vehicle computing device, a current predicted level of driving engagement being exerted in navigating the vehicle;
selecting, based on both (i) one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, a particular modality for rendering notification content that is based on the electronic notification, wherein selecting the particular modality is from amongst a plurality of candidate modalities, including:
an audible only modality,
a graphical only modality, and
an audible and graphical modality;
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a first level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the first level of driving engagement, the audible only modality as the particular modality for rendering the notification content;
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a second level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the second level of driving engagement, the graphical only modality as the particular modality for rendering the notification content;
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a third level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the third level of driving engagement, the audible and graphical modality as the particular modality for rendering the notification content; and
causing the vehicle computing to immediately render the notification content in the selected particular modality.
18. The system of claim 17 , the operations further comprising:
generating the notification content as a function of the current predicted level of driving engagement,
wherein generating the notification content as a function of the current predicted level of driving engagement comprises:
determining, based on a magnitude of the current predicted level of driving engagement, to generate, as the notification content, a condensed version of the electronic notification, and
wherein the electronic notification includes text, and wherein the notification content, for the condensed version of the electronic notification, includes less text than the electronic notification.
19. The system of claim 17 , the operations further comprising:
determining, based on both (i) the one or more properties of the electronic notification and (ii) the current predicted level of driving engagement, to immediately render the notification content in lieu of delaying rendering of the notification content;
wherein causing the vehicle computing device to immediately render the notification content is in response to determining to immediately render the electronic content in lieu of delaying rendering of the notification content.
20. The system of claim 17 , the operations further comprising:
in response to determining that the current predicted level of driving engagement being exerted in navigating the vehicle is a third level of driving engagement:
selecting, based on both (i) one or more of the properties of the electronic notification and (ii) the third level of driving engagement, the audible and graphical modality as the particular modality for rendering the notification content.