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Grilled Cheese is a product of Village Compute

Version devBuilt at: 2026-10-13 06:05:14 EDT

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@abursuc.bsky.socialSep 19, 2026, 8:44 AM

I tried to live-tweet as much as possible from the talks.
For some, I had to multi-task with other duties and I did not get to do the coverage.
But every single talk was top notch without exceptions.
Kudos to our fantastic speakers!
#ssad2026

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@abursuc.bsky.socialSep 19, 2026, 8:40 AM

The two people who actually made this happen:
@pdillis.bsky.social and Gabriel Villalonga.
Months of work so that four days could look effortless. Thank you both 🙏
#ssad2026

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@abursuc.bsky.socialSep 19, 2026, 8:39 AM

đźš— SSAD 2026 is done!

Great talks, two packed poster sessions, and an incredible audience that kept asking questions well after the session should have ended.

Thank you to our speakers, our sponsors, and the 72 people who made it what it was. We had a blast!

#ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:13 PM

Closing remarks of #ssad2026 by @pdillis.bsky.social

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@abursuc.bsky.socialSep 18, 2026, 11:12 PM

Other stats from AV-Atlas:
- main cliques of collaborators
- per country publication stats
- where researchers are in their career in terms of years in.
Check it out! #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:11 PM

In the end Holger presents AV-Atlas, a tool for scanning and connecting papers in autonomous driving.
A few interesting stats:
- ascending/descending topics
- areas of interest/non-interest for industry
- must read papers #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:11 PM

A shout-out to the @kesai.eu team for the collaboration the py123d framework bridging essentially all public AD datasets #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:10 PM

On to new datasets. Enter the KITScenes Multimodal dataset #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:09 PM

Where to go next?
Is Computer Vision solved? People ask this all the time.
“AI is what does not work” (Dutch politician)
Well this is where research goes :) #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:09 PM

Public accountability is lacking: unclear what info was given to authorities for FSD clearance in NL.
Then e2e limits accountability: now e can benchmark planning which needs 100M+ kms to be statistically significant #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:08 PM

VLAs do not generalize: to new cameras, chain of thought explanations do not reflect the internal cause of the action #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:07 PM

Diffusion does not generalize: at best synthetic data on point clouds leads to a boost of few percentage points #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:06 PM

On with pessimism: public dataset are insufficient, open loop does not generalize, novel view synthesis does not generalize (on public dataset), end-to-end needs a babysitter #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:06 PM

Let’s go to the pessimistic view: accidents on road, cameras are not enough, scaling is limited (under non-diverse data) #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:05 PM

We start seeing explainability methods, encouraging scaling laws, extension of AD worldwide and Europe. This indeed the optimistic view :) #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:05 PM

Next step is going to closed loop settings and this is where neural rendering strategies to produce realistic environments helped #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:04 PM

Then we started to go further and look at planning. Lots of progress but mostly open loop #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:04 PM

Setting the stage with the first narrative, the optimistic one.
We started with increasingly better perception oriented datasets that enhanced perception significantly #ssad2026

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@abursuc.bsky.socialSep 18, 2026, 11:03 PM

Participants of #ssad2026, but also folks following from home are invited to IV 2028 in Barcelona

@abursuc.bsky.socialSep 18, 2026, 11:02 PM

Announcing the LAIA dataset: 15 hours of driving in CARLA with labelled human gaze arxiv.org/abs/2607.25570
#ssad2026

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