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Mattia Piccinini

10 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author8

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.RO8
  • cs.AI2

identity via Semantic Scholar / OpenAlex

collaborators
Showing cs.AIShow all

3 papers · 1 filter

cs.AI2025

Enhancing Physical Consistency in Lightweight World Models

Dingrui Wang, Zhexiao Sun, Zhouheng Li +8

A major challenge in deploying world models is the trade-off between size and performance. Large world models can capture rich physical dynamics but require massive computing resou…

cs.AI2025

NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving

Yuan Gao, Mattia Piccinini, Roberto Brusnicki +2

Understanding risk in autonomous driving requires not only perception and prediction, but also high-level reasoning about agent behavior and context. Current Vision Language Model…

cs.AI2025

From Words to Collisions: LLM-Guided Evaluation and Adversarial Generation of Safety-Critical Driving Scenarios

Yuan Gao, Mattia Piccinini, Korbinian Moller +2

Ensuring the safety of autonomous vehicles requires virtual scenario-based testing, which depends on the robust evaluation and generation of safety-critical scenarios. So far, rese…

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