activity
20242026
most citedCategory-wise Fine-Tuning: Resisting Incorrect Pseudo-Labels in Multi-Label Image Classification with Partial Labels

4 citations · 6 across the 20 of their papers we have counts for

collaborators

22 papers

cs.CE2026

FleetGuard:Identity-Capped Conformal Risk Allocation for Reliable UAV Edge-Cloud Offloading

Junhao Wei, Haochen Li, Yifu Zhao +7

Compromised UAV reporters can poison latency telemetry and attract offloaded tasks to degraded servers. We present FleetGuard, an identity-capped conformal offloader for local, edg…

cs.DS2026

Generating cyclic pivot Gray codes for well-ordered -degenerate graphs in constant amortized time

Lei Dong, Dennis Wong, Bowie Liu +4

A graph is -degenerate if there exists an ordering of its vertices such that each vertex has at most neighbors in with . A…

cs.CE2026

ARIES-Mission2: A Zero-Shot Vision-Language-Action Framework for Fast Large-Scale Aerial Mission Generation

Junhao Wei, Yanxiao Li, Haochen Li +8

Multimodal Large Language Models (MLLMs) have shown strong semantic understanding capabilities, but their direct use in low-altitude Unmanned Aerial Vehicle (UAV) mission generatio…

cs.CE2026

A Polynomial-Decay and Pinhole-Imaging Whale Optimization Algorithm for UAV Relay Communication Deployment

Zhenhong Peng, Junhao Wei, Baili Lu +6

Unmanned aerial vehicle (UAV) relays deliver flexible, on-demand wireless coverage, but jointly tuning the position, altitude, transmit power and bandwidth of the relay is a non-co…

math.CO2026

Generating 2-Gray codes for grand Motzkin paths and grand Dyck paths with air pockets in constant amortized time

Lei Dong, Bowie Liu, Dennis Wong +3

A grand Motzkin path with air pockets is a non-empty lattice path in the first and fourth quadrant of , starting at the origin , ending on the -axis, and co…

cs.CE2026

HonestAffinity: Leak-Aware Evaluation of Protein and Pocket Priors for Binding Affinity Prediction

Junhao Wei, Baili Lu, Zhenhong Peng +10

Sequence-based deep learning offers a scalable alternative to structure-based scoring for protein-ligand binding affinity prediction. However, progress is hard to interpret when ar…

cs.LG2026

Benchmarking Inductive Biases for Multivariate Time-Series Anomaly Detection with a Robust Multi-View Channel-Graph Detector

Junhao Wei, Yanxiao Li, Bidong Chen +9

We present a unified experiment, analysis, and benchmark study of multivariate time-series (MTS) anomaly detection. Ten family-representative detectors -- spanning statistical, rec…

cs.CE2026

AeroTSBoost: Temporal-Statistical Boosting for Real-World UAV Telemetry Anomaly Mining

Junhao Wei, Haochen Li, Yanxiao Li +7

Mining anomalies from unmanned aerial vehicle (UAV) state-estimation logs is challenging because failures are sparse, temporally structured, and distributed across heterogeneous PX…

cs.RO2026

KIO-planner: Attention-Guided Single-Stage Motion Planning with Dual Mapping for UAV Navigation

Dexing Yao, Haochen Li, Junhao Wei +11

Autonomous UAV flight in confined, wall-dense environments requires low-latency and reliable motion planning under strict safety constraints. Traditional optimization-based planner…

cs.CV2026

A Unified Non-Parametric and Interpretable Point Cloud Analysis via t-FCW Graph Representation

Haijian Lai, Bowen Liu, Man Xu +4

We introduce an empowered transposed Fully Connected Weighted (t-FCW) graph representation to embed point clouds into a metric space. While original t-FCW has shown promising resul…

cs.CE2026

Landscape-Aware Bandit Hyper-Heuristics for Online Operator Selection in UAV Inspection Routing

Junhao Wei, Yanxiao Li, Yifu Zhao +8

UAV multi-site inspection often reduces to choosing a high-quality visiting order after target sites have been extracted from a map. This paper develops LA-BHH, a landscape-aware b…

cs.NE2026

WASHH: An Anchor-Aware Whale-Guided Selection Hyper-Heuristic for Continuous Optimization and SVC Configuration

Yifu Zhao, Xiaofan Zou, Junhao Wei +9

Learning-assisted algorithm design often has to make reliable search decisions under small evaluation budgets, where committing to a single metaheuristic can be unreliable. We prop…

cs.AI2026

Low-Cost Labels, Reliable Choices: Rollout-Calibrated Hyper-Heuristics for Job Shop Scheduling

Junhao Wei, Yanxiao Li, Yifu Zhao +8

Learning-assisted hyper-heuristics can select among dispatching rules while preserving the feasibility and interpretability of constructive Job Shop Scheduling Problem (JSSP) heuri…

cs.LG2026

TSNN: A Non-parametric and Interpretable Framework for Traffic Time Series Forecasting

Bowen Liu, Haijian Lai, Chan-Tong Lam +4

Although many complex models were proposed to analyze time series data, some studies have demonstrated remarkable performance with simpler structures. A recent study proposed a non…

cs.RO2026

SAGA: A Robust Self-Attention and Goal-Aware Anchor-based Planner for Safe UAV Autonomous Navigation

Junhao Wei, Yanxiao Li, Dexing Yao +9

Agile unmanned aerial vehicle (UAV) navigation in cluttered environments demands a planning architecture that is both computationally efficient and structurally expressive enough t…

cs.CE2026

CICDWOA: A Collective Cognitive Sharing Whale Optimization Algorithm with Cauchy Inverse Cumulative Distribution for 2D/3D Path Planning and Engineering Design Problems

Junhao Wei, Yanxiao Li, Seyedali Mirjalili +12

The Whale Optimization Algorithm (WOA) has shown strong optimization ability but still suffers from premature convergence and weak search diversity. To address these issues, this p…

cs.CE2026

GeoSSA: Geometric Sparrow Search Algorithm for UAV Path Planning and Engineering Design Optimization

Junhao Wei, Wenxuan Zhu, Qingyang Xu +11

The Sparrow Search Algorithm (SSA), characterized by its simple structure and ease of implementation, nevertheless suffers from an insufficient balance between exploration and expl…

cs.DS2025

Generating pivot Gray codes for spanning trees of complete graphs in constant amortized time

Bowie Liu, Dennis Wong, Chan-Tong Lam +1

We present the first known pivot Gray code for spanning trees of complete graphs, listing all spanning trees such that consecutive trees differ by pivoting a single edge around a v…

cs.CL2025

Reasoning or Not? A Comprehensive Evaluation of Reasoning LLMs for Dialogue Summarization

Keyan Jin, Yapeng Wang, Leonel Santos +4

Dialogue summarization is a challenging task with significant practical value in customer service, meeting analysis, and conversational AI. Although large language models (LLMs) ha…

quant-ph2025

Adaptive Quantum Scaling Model for Histogram Distribution-based Quantum Watermarking

Zheng Xing, Chan-Tong Lam, Xiaochen Yuan +2

The development of quantum image representation and quantum measurement techniques has made quantum image processing research a hot topic. In this paper, a novel Adaptive Quantum S…

cs.CV2024★ 2 cited

Analysis of the Two-Step Heterogeneous Transfer Learning for Laryngeal Blood Vessel Classification: Issue and Improvement

Xinyi Fang, Xu Yang, Chak Fong Chong +4

Accurate classification of laryngeal vascular as benign or malignant is crucial for early detection of laryngeal cancer. However, organizations with limited access to laryngeal vas…

cs.CV2024★ 4 cited

Category-wise Fine-Tuning: Resisting Incorrect Pseudo-Labels in Multi-Label Image Classification with Partial Labels

Chak Fong Chong, Xinyi Fang, Jielong Guo +4

Large-scale image datasets are often partially labeled, where only a few categories' labels are known for each image. Assigning pseudo-labels to unknown labels to gain additional t…