YL

Yan Liu

0000-0002-7055-9518

cs.LGcs.AIstat.MLcs.SIcs.CLDeep Learningcs.CVMachine Learningcs.CYartificial intelligence

On Valency

published · living versions

Science Prediction Universe

with Zengji Tu, Xiang Liu, Jiarui Sun, Ruoyu Wu +31

1 version

W_xgqyup7dv1 · current

Preprints & journals

129 papers in the corpus · 2004–2026

Deep Time-Series Forecasting in 10 Years: A Survey.

Wang, Hao, Pan, Licheng, Wen, Qingsong et al.

1 citation

428537222026IEEE transactions on pattern analysis and machine intelligence. 2026;PP

Measuring Effective Data Resolution in Guided Diffusion Posteriors

Ridham Patel, Defu Cao, Jiacheng Pang et al.

0 citations

2610.04422v12026arXiv

PPG-LM: A Photoplethysmography-Language Model with Multi-Level Clinical Alignment

Xiaoda Wang, Minxiao Wang, Maxwell A Xu et al.

0 citations

2609.33516v12026arXiv

TimeBraid: Unifying Time Series and Language for Understanding and Forecasting

Xinyue Wang, Jiacheng Pang, Kun Zhou et al.

0 citations

2609.29792v12026arXiv

Trustworthy Protein-Ligand Binding Affinity Prediction via Reliability-Aware Multi-Engine Fusion

Yongchan Hong, Defu Cao, Wenjin Liu et al.

0 citations

2607.17601v12026KDD '2026: Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2

Speaking Numbers to LLMs: Multi-Wavelet Number Embeddings for Time Series Forecasting

Defu Cao, Zijie Lei, Muyan Weng et al.

0 citations

2606.26487v12026arXiv

GLACIER: A Multimodal Student-Teacher Foundation Model for Molecular Property Prediction

Emily Nguyen, Yongchan Hong, Harsh Toshniwal et al.

0 citations

2606.11382v12026arXiv

Coarse-to-Fine Multi-Resolution Diffusion Models for Trajectory Generation in Urban Systems

Wen Ye, Muyan Weng, Chuizheng Meng et al.

0 citations

2608.14570v12026arXiv

Benchmarking computational methods for multi-omics biomarker discovery in cancer.

Li, Athan Z, Du, Yuxuan, Liu, Yan et al.

1 citation

420897532026Briefings in bioinformatics. 2026;27(3)

Toward the simultaneous detection of multiple diseases with a highly cost-effective cell-free DNA methylome test.

Zeng, Weihua, Liu, Chun-Chi, Li, Shuo et al.

5 citations

419416152026Proceedings of the National Academy of Sciences of the United States of America. 2026;123(15):e2518347123

Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning

Wei Yang, Defu Cao, Jiacheng Pang et al.

0 citations

2603.07972v12026arXiv

TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series Tasks

Muyan Weng, Defu Cao, Wei Yang et al.

1 citation

2602.13272v12026arXiv

De-conflating Preference and Qualification: Constrained Dual-Perspective Reasoning for Job Recommendation with Large Language Models

Bryce Kan, Wei Yang, Emily Nguyen et al.

0 citations

2602.03097v12026arXiv

State Rank Dynamics in Linear Attention LLMs

Ao Sun, Hongtao Zhang, Heng Zhou et al.

1 citation

2602.02195v12026arXiv

Sample-Level Prototypical Federated Learning.

Meng, Chuizheng, Yang, Jianke, Niu, Hao et al.

2 citations

409712732026IEEE transactions on pattern analysis and machine intelligence. 2026;48(2):1133-1144

"Someone Hid It": Query-Agnostic Black-Box Attacks on LLM-Based Retrieval

Jiate Li, Defu Cao, Li Li et al.

0 citations

2602.00364v42026arXiv

Conversational Time Series Foundation Models: Towards Explainable and Effective Forecasting

Defu Cao, Michael Gee, Jinbo Liu et al.

0 citations

2512.16022v12025arXiv

Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs

Jinbo Liu, Defu Cao, Yifei Wei et al.

0 citations

2512.04668v42025arXiv

CartoMapQA: A Fundamental Benchmark Dataset Evaluating Vision-Language Models on Cartographic Map Understanding

Huy Quang Ung, Guillaume Habault, Yasutaka Nishimura et al.

1 citation

2512.03558v12025arXiv

EnECG: Efficient Ensemble Learning for Electrocardiogram Multi-task Foundation Model

Yuhao Xu, Xiaoda Wang, Jiaying Lu et al.

0 citations

2511.22935v22025arXiv

Higher-Order Causal Structure Learning with Additive Models

James Enouen, Yujia Zheng, Ignavier Ng et al.

0 citations

2511.03831v12025arXiv

A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models

Ching Chang, Yidan Shi, Defu Cao et al.

0 citations

2509.11575v32025arXiv

When LLM Meets Time Series: Can LLMs Perform Multi-Step Time Series Reasoning and Inference

Wen Ye, Jinbo Liu, Defu Cao et al.

0 citations

2509.01822v12025arXiv

Foundation Models for Demand Forecasting via Dual-Strategy Ensembling

Wei Yang, Defu Cao, Yan Liu

0 citations

2507.22053v12025arXiv

When Does Multimodality Lead to Better Time Series Forecasting?

Xiyuan Zhang, Boran Han, Haoyang Fang et al.

0 citations

2506.21611v22025arXiv

DGSurv: Dynamic Graph-Based Multimodal Learning for Interpretable Cancer Survival Prediction.

Shahabi, Sajjad, Cui, Zijun, Liu, Ruishan et al.

0 citations

417264052026AMIA ... Annual Symposium proceedings. AMIA Symposium. 2024;2024:1160-1169

InstaSHAP: Interpretable Additive Models Explain Shapley Values Instantly

James Enouen, Yan Liu

0 citations

2502.14177v12025arXiv

Achieving Time Series Reasoning Requires Rethinking Model Design, Tasks Formulation, and Evaluation

Yaxuan Kong, Yiyuan Yang, Shiyu Wang et al.

0 citations

2502.01477v22025arXiv

Political-LLM: Large Language Models in Political Science

Lincan Li, Jiaqi Li, Catherine Chen et al.

3 citations

2412.06864v12024arXiv

Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference

Sam Griesemer, Defu Cao, Zijun Cui et al.

3 citations

2412.05590v12024arXiv

TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis

Wen Ye, Wei Yang, Defu Cao et al.

0 citations

2410.04047v62024arXiv

Trustworthiness in Retrieval-Augmented Generation Systems: A Survey

Yujia Zhou, Wenbo Zhang, Jingying Shao et al.

18 citations

2409.10102v22024arXiv

TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model

Defu Cao, Wen Ye, Yizhou Zhang et al.

3 citations

2409.02322v22024arXiv

An Empirical Examination of Balancing Strategy for Counterfactual Estimation on Time Series

Qiang Huang, Chuizheng Meng, Defu Cao et al.

0 citations

2408.08815v12024arXiv

Discovering Car-following Dynamics from Trajectory Data through Deep Learning

Ohay Angah, James Enouen, Xuegang (Jeff) Ban et al.

0 citations

2408.00251v12024arXiv

A Large-scale Benchmark Dataset for Commuting Origin-destination Matrix Generation

Can Rong, Jingtao Ding, Yan Liu et al.

0 citations

2407.15823v32024arXiv

Capturing relationships between suturing sub-skills to improve automatic suturing assessment.

Cui, Zijun, Ma, Runzhuo, Yang, Cherine H et al.

12 citations

388626272024NPJ digital medicine. 2024;7(1):152

An Examination on the Effectiveness of Divide-and-Conquer Prompting in Large Language Models

Yizhou Zhang, Lun Du, Defu Cao et al.

2 citations

2402.05359v62024arXiv

Transferable and Interpretable Treatment Effectiveness Prediction for Ovarian Cancer via Multimodal Deep Learning.

Nguyen, Emily, Cui, Zijun, Kokaraki, Georgia et al.

2 citations

382223552024AMIA ... Annual Symposium proceedings. AMIA Symposium. 2023;2023:550-558

TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents

James Enouen, Hootan Nakhost, Sayna Ebrahimi et al.

3 citations

2312.01279v12023arXiv

COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning

Chuizheng Meng, Yihe Dong, Sercan O. Ar\ik et al.

0 citations

2311.00886v22023arXiv

TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

Defu Cao, Furong Jia, Sercan O Arik et al.

59 citations

2310.04948v32023arXiv

Measuring, Interpreting, and Improving Fairness of Algorithms using Causal Inference and Randomized Experiments

James Enouen, Tianshu Sun, Yan Liu

0 citations

2309.01780v12023arXiv

Interpretable Detection of Out-of-Context Misinformation with Neural-Symbolic-Enhanced Large Multimodal Model

Yizhou Zhang, Loc Trinh, Defu Cao et al.

15 citations

2304.07633v22023arXiv

Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders

Defu Cao, James Enouen, Yujing Wang et al.

12 citations

2303.02320v12023arXiv

Estimating Treatment Effects in Continuous Time with Hidden Confounders

Defu Cao, James Enouen, Yan Liu

0 citations

2302.09446v22023arXiv

Surgical gestures as a method to quantify surgical performance and predict patient outcomes.

Ma, Runzhuo, Ramaswamy, Ashwin, Xu, Jiashu et al.

65 citations

365502032024NPJ digital medicine. 2022;5(1):187

Energy system digitization in the era of AI: A three-layered approach toward carbon neutrality.

Xie, Le, Huang, Tong, Zheng, Xiangtian et al.

28 citations

365695522023Patterns (New York, N.Y.). 2022;3(12):100640

DSLOB: A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms under Distributional Shift

Defu Cao, Yousef El-Laham, Loc Trinh et al.

1 citation

2211.11513v12022arXiv

Energy System Digitization in the Era of AI: A Three-Layered Approach towards Carbon Neutrality

Le Xie, Tong Huang, Xiangtian Zheng et al.

1 citation

2211.04584v12022arXiv

Career total: 407 works. 129 are in this corpus.Showing the 50 most recent.

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407

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19.6K

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64

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