Profile

Francesco Taioli

PhD in Artificial Intelligence

I obtained my PhD (Cum Laude) in the National PhD Programme in Artificial Intelligence at the Polytechnic of Turin, under the supervision of Prof. Marco Cristani and Prof. Alessandro Farinelli.

My research follows three main directions: (i) leveraging VLMs/VLAs for spatial reasoning in navigation; (ii) uncertainty-aware navigation and human-agent interaction for handling instruction ambiguity; and (iii) neural scene representations for language-grounded perception.
My work has appeared in top-tier venues including ICCV, TPAMI, and IROS, with all code publicly available. I am particularly interested in bridging foundation models with real-world robotic systems.


News

What do human-agent bidirectional interaction, navigation, vision-language models, and hallucinations have in common? Read our new ICCV paper!

We had a paper accepted at the 5th Annual Embodied AI Workshop @ CVPR 2024. Moreover, we won the MultiON Challenge @ CVPR 2024!

Education & Work

Applied Scientist Intern

Applied Scientist Intern

Amazon, Madrid, Spain

Visiting Research Student

Visiting Research Student

Simon Fraser University, Vancouver, Canada

National Ph.D. Programme in Artificial Intelligence

National Ph.D. Programme in Artificial Intelligence

Polytechnic of Turin, Turin, Italy

B.Sc. & M.Sc. in Computer Science & Engineering

B.Sc. & M.Sc. in Computer Science & Engineering

University of Verona, Verona, Italy

Selected publications

Collaborative Instance Object Navigation: Leveraging Uncertainty-Awareness to Minimize Human-Agent Dialogues

F Taioli, E Zorzi, G Franchi, A Castellini, A Farinelli, M Cristani, Y Wang

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

Diffusion-based Image Generation for In-distribution Data Augmentation in Surface Defect Detection

L Capogrosso*, F Girella*, F Taioli*, MD Chiara, M Aqeel, F Fummi, F Setti, M Cristani

VISAPP - 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2024

Mind the Error! Detection and Localization of Instruction Errors in Vision-and-Language Navigation

F Taioli, S Rosa, A Castellini, L Natale, A Del Bue, A Farinelli, M Cristani, Y Wang

2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Unsupervised Active Visual Search With Monte Carlo Planning Under Uncertain Detections

F Taioli, F Giuliari, Y Wang, R Berra, A Castellini, A Del Bue, A Farinelli, M Cristani

IEEE Transactions on Pattern Analysis and Machine Intelligence 46 (12), 10375-10389, 2024

Language-Enhanced RNR-Map: Querying Renderable Neural Radiance Field Maps with Natural Language

F Taioli, F Cunico, F Girella, R Bologna, A Farinelli, M Cristani

IEEE/CVF International Conference on Computer Vision, 4669-4674, 2023

Reviewer Activity

Conferences

2026
  • IROS 2026
2025
  • CVPR 2025 Outstanding Reviewer
  • ACL ARR 2025 Emergency Reviewer
  • IROS 2025
  • ICCV 2025
2024
  • RO-MAN 2024
  • ICRA 2024
  • CVPR 2024

Journals

  • IEEE Robotics and Automation Letters (RA-L)