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Xiangyu Guo

8 accepted papers

2026

ReCogDrive: A Reinforced Cognitive Framework for End-to-End Autonomous Driving

ICLR 2026poster

Recent studies have explored leveraging the world knowledge and cognitive capabilities of Vision-Language Models (VLMs) to address the long-tail problem in end-to-end autonomous driving. However, existing methods typically formulate trajectory planning as a language modeling task, where physical act…

Cited by 0SourcecodeScholar
2026

Rethinking Driving World Model as Synthetic Data Generator for Perception Tasks

ICLR 2026poster

Recent advancements in driving world models enable controllable generation of high-quality RGB videos or multimodal videos. Existing methods primarily focus on metrics related to generation quality and controllability. However, they often overlook the evaluation of downstream perception tasks, whi…

Cited by 0SourcecodeScholar
2025

Genesis: Multimodal Driving Scene Generation with Spatio-Temporal and Cross-Modal Consistency

NeurIPS 2025poster

We present Genesis, a unified world model for joint generation of multi-view driving videos and LiDAR sequences with spatio-temporal and cross-modal consistency. Genesis employs a two-stage architecture that integrates a DiT-based video diffusion model with 3D-VAE encoding, and a BEV-represented LiD…

Cited by 0SourceScholar
2023

Automated Dissection of Intact Single Cell From Tissue Using Robotic Micromanipulation System

RA-L 2023

Obtaining single cell from tissues is important for intersection of information and bioscience research. In this letter, a robotic framework based on micromanipulation system has been proposed, which can automatically and intelligently cut down single cells intact from tissue sections. The proposed

Cited by 16SourceScholar
2021

Finding Optimal Tangent Points for Reducing Distortions of Hard-label Attacks

NeurIPS 2021poster

One major problem in black-box adversarial attacks is the high query complexity in the hard-label attack setting, where only the top-1 predicted label is available. In this paper, we propose a novel geometric-based approach called Tangent Attack (TA), which identifies an optimal tangent point of a v…