IT
Ivor Tsang
cs.LGcs.AIcs.CVstat.MLcs.CLAlgorithmscs.IRArtificial Intelligencecs.CRmath.OC
On Valency
published · living versionsW_dktanv3r·v1 · currentpublished
MarineLife-16K: An Attribute-Rich Video-Text Dataset for Motion-Aware Marine Video Understanding
with Quang-Trung Truong, Thanh-Nghia Nguyen, Phu-Phong Vo, Jaeyeon Kim +5
1 version
W_n92rp5hh·v1published
W_vhvpkz57·v1published
Preprints & journals
288 papers in the corpus · 2003–2026CoEvo-RSI: When Harnesses Evolve, Which Models Should Follow?2610.25078v1 · Jiaqi Su, Guibin Zhang, Jie-Jing Shao et al.2026 · 0 citationsarXivon Valency
Judged Useless, Queried Anyway: Tool-Using Agents Rarely Turn Their Own Evidence Judgments into Stopping Decisions2610.06191v1 · Chubin Zhang, Zhenglin Wan, Xingrui Yu et al.2026 · 0 citationsarXiv
CUA-Sandbox: Efficient Environments for Computer-Use Agent Reinforcement Learning2609.32750v1 · Xin Yan, Zhengbo Jiao, Jiaqi Liu et al.2026 · 0 citationsarXiv
Relative Generalization Invariance of LLM Pretraining2609.33016v1 · Fengzhuo Zhang, Shuche Wang, Shenggui Li et al.2026 · 0 citationsarXiv
Inferring Urban Mobility Interactions from Aggregated Dynamics2609.07349v1 · Yi Wang, Jing Li, Jinliang Deng et al.2026 · 0 citationsarXiv
SpikeOPD: Stable On-Policy Distillation for Autoregressive Spiking Language Models2608.27857v1 · Enqiao Lu, Xingrui Yu, Yiwei Fu et al.2026 · 0 citationsarXiv
AERA: Adaptive Evidence Residual Allocation for Efficient Test-Time Reasoning2608.27964v1 · Ziming Wang, Ivor Tsang, Hangwei Qian2026 · 0 citationsarXiv
Reliable Neural Collapse Approximation for Open-World Test-Time Adaptation2608.19890v1 · Jia-Qi Lin, Yuangang Pan, Chang-Dong Wang et al.2026 · 0 citationsarXiv
Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models2608.11742v2 · Yushi Ye, Xu Chen, Haoyun Jiang et al.2026 · 0 citationsarXiv
Unsupervised Adaptation of PDE Foundation Models2608.07053v1 · Ziye Song, Zhao Wei, Xin Yu et al.2026 · 0 citationsarXiv
Learning ordinality-aware multimodal representations for composite materials design.42471318 · Li, Xinyao, Qian, Hangwei, Li, Jingjing et al.2026 · 1 citationNature communications. 2026;17(1)
SelectTSL: Prompt-Guided Selective Target Sound Localization in Complex Scenarios2607.02343v1 · Ziyang Jiang, Yu Chen, Zexu Pan et al.2026 · 0 citationsarXiv
Generalized Distribution Aggregation Protocol for Federated Statistical Heterogeneity.41671128 · Xu, Mingwei, Cao, Xiaofeng, Tsang, Ivor W et al.2026 · 1 citationIEEE transactions on pattern analysis and machine intelligence. 2026;48(7):7820-7834
Calibration Is Not Control: Intervention Value for LLM-Agent Oversight2606.21399v2 · Chubin Zhang, Zhenglin Wan, Xingrui Yu et al.2026 · 0 citationsarXiv
Don't Blindly Trust It: How Unreliable Feedback Breaks Tool-Using LLM Agents2606.21409v1 · Chubin Zhang, Zhenglin Wan, Xingrui Yu et al.2026 · 0 citationsarXiv
Plug-and-Adapt: Multimodal Coreference Resolution at First Sight with a Pretrained Alignment Model2606.17950v1 · Jinghan Wu, Jing Li, Ivor W. Tsang et al.2026 · 0 citationsarXiv
Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs2606.05966v1 · Tianyi Tang, Zhuoyi Lin, Zeyu Feng et al.2026 · 0 citationsarXiv
STaR-Quant: State-Time Consistent Post-Training Quantization for Diffusion Large Language Models2606.04945v2 · Xin Yan, Aqiang Wang, Zhenglin Wan et al.2026 · 0 citationsarXiv
Adversarial Dual On-Policy Distillation from Expressive Teacher2605.27095v2 · Zhenglin Wan, Jingxuan Wu, Xingrui Yu et al.2026 · 0 citationsarXiv
IKNO: Infinite-order Kernel Neural Operators2605.22182v1 · Pengyuan Zhu, Ivor W. Tsang, Yueming Lyu2026 · 0 citationsarXiv
LLM Agents Make Collective Belief Dynamics Programmable: Challenges and Research Directions2605.19915v1 · Xin He, Junxi Shen, Yuchen Mou et al.2026 · 0 citationsarXiv
RealDiffusion: Physics-informed Attention for Multi-character Storybook Generation2605.11927v1 · Qi Zhao, Jun Chen, Ivor Tsang et al.2026 · 0 citationsarXiv
Towards Backdoor-Based Ownership Verification for Vision-Language-Action Models2605.09005v1 · Ming Sun, Rui Wang, Xingrui Yu et al.2026 · 0 citationsarXiv
Flow-Direct: Feedback-Efficient and Reusable Guidance for Flow Models via Non-Parametric Guidance Field2605.16348v1 · Kim Yong Tan, Yueming Lyu, Ivor Tsang et al.2026 · 0 citationsarXiv
Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks2605.01293v1 · Jie-Jing Shao, Haiyan Yin, Yueming Lyu et al.2026 · 0 citationsarXiv
SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding2603.18567v1 · Shenggui Li, Chao Wang, Yikai Zhu et al.2026 · 0 citationsarXiv
Dataset Color Quantization: A Training-Oriented Framework for Dataset-Level Compression2602.20650v2 · Chenyue Yu, Lingao Xiao, Jinhong Deng et al.2026 · 0 citationsarXiv
Riemannian Momentum Tracking: Distributed Optimization with Momentum on Compact Submanifolds2602.13646v1 · Jun Chen, Tianyi Zhu, Haishan Ye et al.2026 · 1 citationarXiv
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration2602.13670v3 · Binyu Zhao, Wei Zhang, Xingrui Yu et al.2026 · 0 citationsarXiv
HBVLA: Pushing 1-Bit Post-Training Quantization for Vision-Language-Action Models2602.13710v2 · Xin Yan, Zhenglin Wan, Feiyang Ye et al.2026 · 0 citationsarXiv
Flow-Factory: A Unified Framework for Reinforcement Learning in Flow-Matching Models2602.12529v3 · Bowen Ping, Chengyou Jia, Minnan Luo et al.2026 · 0 citationsarXiv
Mitigating Mismatch within Reference-based Preference Optimization2602.11902v1 · Suqin Yuan, Xingrui Yu, Jiyang Zheng et al.2026 · 0 citationsarXiv
Olaf-World: Orienting Latent Actions for Video World Modeling2602.10104v2 · Yuxin Jiang, Yuchao Gu, Ivor W. Tsang et al.2026 · 0 citationsarXiv
SCOUT-RAG: Scalable and Cost-Efficient Unifying Traversal for Agentic Graph-RAG over Distributed Domains2602.08400v1 · Longkun Li, Yuanben Zou, Jinghan Wu et al.2026 · 0 citationsarXiv
Unifying Watermarking via Dimension-Aware Mapping2602.03373v1 · Jiale Meng, Runyi Hu, Jie Zhang et al.2026 · 0 citationsarXiv
DXA-Net: Dual-Task Cross-Lingual Alignment Network for Zero-Shot Cross-Lingual Spoken Language Understanding.40794504 · Xing, Bowen, Qin, Libo, Zhu, Zhihong et al.2026 · 6 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(2):1052-1062
SA-VLA: Spatially-Aware Flow-Matching for Vision-Language-Action Reinforcement Learning2602.00743v1 · Xu Pan, Zhenglin Wan, Xingrui Yu et al.2026 · 0 citationsarXiv
Denoising Time Matters:Diverse Generation in Diffusion Language Models2601.22629v3 · Jingxuan Wu, Zhenglin Wan, Yuzhe Yang et al.2026 · 0 citationsarXiv
Warm-start or cold-start? A comparison of generalizability in gradient-based hyperparameter tuning.41643575 · Zhou, Yubo, Shu, Jun, Tan, Chengli et al.2026 · 0 citationsNeural networks : the official journal of the International Neural Network Society. 2026;199:108647
Learning ORDER-Aware Multimodal Representations for Composite Materials Design2602.02513v2 · Xinyao Li, Hangwei Qian, Jingjing Li et al.2026 · 0 citationsarXiv
Sentence-Level Relation Semantics Learning via Contrastive Sentences.40924511 · Xing, Bowen, Tsang, Ivor W2025 · 5 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(1):299-311
Time-Variant Image Inpainting via Interactive Distribution Transition Estimation.42060431 · Xing, Yun, Guo, Qing, Li, Xiaoguang et al.2026 · 0 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:5107-5122
Collaborative Group-Aware Hashing for Fast Recommender Systems2512.20172v1 · Yan Zhang, Li Deng, Lixin Duan et al.2025 · 0 citationsarXiv
Reflection-Driven Control for Trustworthy Code Agents2512.21354v1 · Bin Wang, Jiazheng Quan, Xingrui Yu et al.2025 · 0 citationsarXiv
Power of Boundary and Reflection: Semantic Transparent Object Segmentation using Pyramid Vision Transformer with Transparent Cues2512.07034v1 · Tuan-Anh Vu, Hai Nguyen-Truong, Ziqiang Zheng et al.2025 · 3 citationsarXiv
Training Diffusion Policies via Prior-Mapping Co-Evolution2512.02581v3 · Chubin Zhang, Zhenglin Wan, Feng Chen et al.2025 · 0 citationsarXiv
Generalized Probabilistic Graphical Modeling for Multi-View Bipartite Graph Clustering.40773391 · Li, Liang, Pan, Yuangang, Yao, Yinghua et al.2025 · 5 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(12):11187-11200
Uncover and Unlearn Nuisances: Agnostic Fully Test-Time Adaptation2511.12491v1 · Ponhvoan Srey, Yaxin Shi, Hangwei Qian et al.2025 · 1 citationMach Learn 114, 203 (2025)
Numerical Sensitivity and Robustness: Exploring the Flaws of Mathematical Reasoning in Large Language Models2511.08022v1 · Zhishen Sun, Guang Dai, Ivor Tsang et al.2025 · 0 citationsarXiv
Dual-balancing for multi-task learning.41289618 · Lin, Baijiong, Jiang, Weisen, Ye, Feiyang et al.2026 · 11 citationsNeural networks : the official journal of the International Neural Network Society. 2026;195:108317
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