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Zhengxin Yang

11 accepted papers

2026

Beyond Benchmarks: Toward Causally Faithful Evaluation of Large Language Models

ICML 2026poster

Current LLM evaluations often conflate benchmark performance with intrinsic model capability. This is misleading, as observed outcomes arise from the entire evaluation system, including datasets, prompting methods, decoding parameters, and the software–hardware stack, rather than the model alone. Wh…

Cited by 0SourceScholar
2026

TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding

AAAI 2026technical

Multivariate time series forecasting is essential in domains such as finance, transportation, climate, and energy. However, existing patch-based methods typically adopt fixed-length segmentation, overlooking the heterogeneity of local temporal dynamics and the decoding heterogeneity of forecasting.

Cited by 0SourcePDFScholar
2025

A Magnetically-Actuated Ultrasound Capsule Endoscope (MUSCE) for Endoluminal Imaging in Tubular Environments

RA-L 2025

Endoscopic ultrasound (EUS) has the ability to image tissue in and beyond the wall of the gastrointestinal (GI) tract, assisting in the early diagnosis of digestive diseases. However, traditional EUS based on flexible endoscopes could make the operation procedure traumatic and intolerable to patient

Cited by 9SourceScholar
2025

Simultaneous 6-DOF localization and scanning angle detection of magnetic ultrasound capsule endoscope (MUSCE) with internal sensors

IROS 2025

Localization of magnetically actuated capsule endoscope (MCE) is essential for accurate actuation. Despite extensive progress in pose estimation using internal magnetic field sensors and external magnetic sources, it remains challenging to achieve localization when a time-varying internal magnetic f

Cited by 0SourceScholar
2023

QuadMag: A Mobile-Coil System With Enhanced Magnetic Actuation Efficiency and Dexterity

ICRA 2023poster

Magnetic field is a favorable power source for actuation and control of micro-/nanorobots. To overcome the fast decay of magnetic field for large-workspace microrobotic actuation, mobile field source-based systems have been proposed. In this work, we report a new mobile-coil system, i.e., QuadMag. I…

Cited by 6SourceScholar
2022

Magnetic Micro-Driller System for Nasolacrimal Duct Recanalization

RA-L 2022

Primary acquired nasolacrimal duct obstruction (PANDO) is the commonest cause of obstructive tearing and can lead to infections including dacryocystitis, cellulitis and postoperative endophthalmitis. External or endoscopic dacryocystorhinostomy (DCR) is the current standard treatment of PANDO. Howev

Cited by 8SourceScholar
2021

Guiding Teacher Forcing with Seer Forcing for Neural Machine Translation

ACL 2021long

Although teacher forcing has become the main training paradigm for neural machine translation, it usually makes predictions only conditioned on past information, and hence lacks global planning for the future. To address this problem, we introduce another decoder, called seer decoder, into the encod…

2021

Hybrid Magnetic Force and Torque Actuation of Miniature Helical Robots Using Mobile Coils to Accelerate Blood Clot Removal

IROS 2021poster

Mechanical rubbing of blood clot using miniature magnetic helical robots is a potential way for thrombolysis. In this paper, we report a new strategy for this issue based on mobile coils. Previously, we proposed the concept of magnetic actuation with parallel mobile coils, in which multiple coils ca…

Cited by 2SourceScholar
2021

Magnetic Control of a Steerable Guidewire Under Ultrasound Guidance Using Mobile Electromagnets

RA-L 2021

Endovascular surgery has become a popular minimally invasive approach to diagnose and treat various vascular diseases. However, manipulating conventional passive guidewires and catheters still has technical challenges, such as long duration and undesired trauma. In addition, radiation exposure induc

Cited by 61SourceScholar
2021

Simultaneous Actuation and Localization of Magnetic Robots Using Mobile Coils and Eye-In-Hand Hall-Effect Sensors

IROS 2021poster

Large workspace localization of magnetic robots is important for medical applications. This paper presents a novel localization strategy to achieve simultaneous localization and actuation of magnetic robots using hall-effect sensors. We integrate 25 sensors into a sensing probe and mount it on to th…

Cited by 7SourceScholar