5 ms·

Thanks for the info. Can you clarify what predictions in multi agent scenarios are?

ragebol 6y ago
I think was is meant is: in case you have a few people and AVs in an interaction, predict who's going to do what in order to best anticipate the overall outcome. Not sure humans can do that outside of conversation and norms and rules.
Fricken 6y ago
Imagine an uncontrolled intersection. The Robotaxi is approaching from one direction. In the opposite direction is a cyclist who intends to turn left across the Robotaxi. There is also a pedestrian that may or may not cross the street, and another vehicle about to cross in front of the Robotaxi from the other direction. There are a huge number of ways this scenario can play out, and any decision made by one agent can affect the behaviors of all the others, compounding it's complexity. Humans can game out these situations intuitively, but current AI cannot read deep enough into the matrix to deal with these situations quickly and reliably.
- BubRoss 6y ago
  There are rules to that situation. You can start there, let other cars go ahead of you if they break the rules, go slow and not hit anything. It isn't as if self driving cars can't look to the side or stop if something changes. Beyond that Jim Keller would say that not getting hit by something else is a matter of ballistics.
- TheSmiddy 6y ago
  In Australia there are no uncontrolled intersections (that I am aware of). Every single junction clearly marks who must give way and we don't have any 4-way stops, instead using roundabouts in these situations. It's possible that for self driving to work road systems will have to be more formalised to remove the ambiguous situations you've described. I can't imagine it working well in China or Indonesia where traffic flows much more like water in a stream and lanes are merely just suggestions.
  - taneq 6y ago
    There are definitely uncontrolled intersections once you get out of the cities. My understanding is that if unmarked, there’s an implied give-way at the side road in a T-junction and all roads in a four-way junction.
    - fratlas 6y ago
      I imagine self driving cars won't be outside of cities for years and years.
      - ghaff 6y ago
        Outside of cities on limited access highways seem like the much easier situation--and, frankly, a pretty significant win for both comfort and safety once people give up their dream of having a personal chauffeur for their entire lives. It's self-driving in e.g. Manhattan or Boston that I can't really begin to imagine in less than decades.
  - l33tman 6y ago
    Also people regularly just ignore the lane markings (and break all the other rules too...). You have to consider all those cases as well.
- nradov 6y ago
  What is progress like on dealing with hand signals (or other gestures) from law enforcement or construction workers directing traffic?

I think was is meant is: in case you have a few people and AVs in an interaction, predict who's going to do what in order to best anticipate the overall outcome. Not sure humans can do that outside of conversation and norms and rules.

Fricken 6y ago

Imagine an uncontrolled intersection. The Robotaxi is approaching from one direction. In the opposite direction is a cyclist who intends to turn left across the Robotaxi. There is also a pedestrian that may or may not cross the street, and another vehicle about to cross in front of the Robotaxi from the other direction. There are a huge number of ways this scenario can play out, and any decision made by one agent can affect the behaviors of all the others, compounding it's complexity. Humans can game out these situations intuitively, but current AI cannot read deep enough into the matrix to deal with these situations quickly and reliably.

BubRoss 6y ago
There are rules to that situation. You can start there, let other cars go ahead of you if they break the rules, go slow and not hit anything. It isn't as if self driving cars can't look to the side or stop if something changes. Beyond that Jim Keller would say that not getting hit by something else is a matter of ballistics.
TheSmiddy 6y ago
In Australia there are no uncontrolled intersections (that I am aware of). Every single junction clearly marks who must give way and we don't have any 4-way stops, instead using roundabouts in these situations. It's possible that for self driving to work road systems will have to be more formalised to remove the ambiguous situations you've described. I can't imagine it working well in China or Indonesia where traffic flows much more like water in a stream and lanes are merely just suggestions.
- taneq 6y ago
  There are definitely uncontrolled intersections once you get out of the cities. My understanding is that if unmarked, there’s an implied give-way at the side road in a T-junction and all roads in a four-way junction.
  - fratlas 6y ago
    I imagine self driving cars won't be outside of cities for years and years.
    - ghaff 6y ago
      Outside of cities on limited access highways seem like the much easier situation--and, frankly, a pretty significant win for both comfort and safety once people give up their dream of having a personal chauffeur for their entire lives. It's self-driving in e.g. Manhattan or Boston that I can't really begin to imagine in less than decades.
- l33tman 6y ago
  Also people regularly just ignore the lane markings (and break all the other rules too...). You have to consider all those cases as well.
nradov 6y ago
What is progress like on dealing with hand signals (or other gestures) from law enforcement or construction workers directing traffic?