FEAT: A Linear-Complexity Foundation Model for Extremely Large Structured Data

Zhenghang Song, Tang Qian, Lu Chen +7

Resilient Model-Free Asymmetric Bipartite Consensus for Nonlinear Multi-Agent Systems against DoS Attacks

Yi Zhang, Yichao Wang, Junbo Zhao +1

Controllable Textual Inversion for Personalized Text-to-Image Generation

Jianan Yang, Haobo Wang, Yanming Zhang +4

Voltage-Dependent Electromechanical Wave Propagation Modeling for Dynamic Stability Analysis in Power Systems

Somayeh Yarahmadi, Daniel Adrian Maldonado, Lamine Mili +2

Robust Power System Dynamic State Estimator with Non-Gaussian Measurement Noise: Part II--Implementation and Results

Junbo Zhao, Lamine Mili

Communication Network-Aware Missing Data Recovery for Enhanced Distribution Grid Visibility

Biswas Rudra Jyoti Arka, Md Zahidul Islam, Yuzhang Lin +2

Stacked What-Where Auto-encoders

Junbo Zhao, Michael Mathieu, Ross Goroshin +1

Energy-based Automated Model Evaluation

Ru Peng, Heming Zou, Haobo Wang +3

Prediction Under Uncertainty with Error-Encoding Networks

Mikael Henaff, Junbo Zhao, Yann LeCun

Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS "Cold-Start"

Junbo Zhao, Xuefei Ning, Enshu Liu +7

TraPO: A Semi-Supervised Reinforcement Learning Framework for Boosting LLM Reasoning

Shenzhi Yang, Guangcheng Zhu, Xing Zheng +7

Distill the Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation

Ru Peng, Yawen Zeng, Junbo Zhao

Nonlinear Virtual Inertia Control of WTGs for Enhancing Primary Frequency Response and Suppressing Drive-Train Torsional Oscillations

Bi Liu, Qi Huang, Junbo Zhao +2

RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis

Pengzuo Wu, Yuhang Yang, Guangcheng Zhu +10

D.Va: Validate Your Demonstration First Before You Use It

Qi Zhang, Zhiqing Xiao, Ruixuan Xiao +2

HSS-Synth: Humanities and Social Sciences Data Synthesis for LLMs

Ru Peng, Tianyu Zhao, Xijun Gu +9

The paper introduces HSS-Synth, a pipeline that creates high‑quality instruction‑tuning data for large language models in the humanities and social sciences by generating seed docu…

Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Ling Team, Bin Hu, Cai Chen +43

Harnessing Feature Resonance under Arbitrary Target Alignment for Out-of-Distribution Node Detection

Shenzhi Yang, Junbo Zhao, Sharon Li +4

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts

Haoyuan Wu, Haoxing Chen, Xiaodong Chen +10

Verifiable Geometry Problem Solving: Solver-Driven Autoformalization and Theorem Proposing

Can Li, Ting Zhang, Junbo Zhao +1

SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning

Haobo Wang, Mingxuan Xia, Yixuan Li +4

RECOST: External Knowledge Guided Data-efficient Instruction Tuning

Qi Zhang, Yiming Zhang, Haobo Wang +1

FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models

Ruixuan Xiao, Yiwen Dong, Junbo Zhao +4

Gaussian Processes in Power Systems: Techniques, Applications, and Future Works

Bendong Tan, Tong Su, Yu Weng +6

Stiffness-Aware Decentralized Dynamic State Estimation for Inverter-Dominated Power Systems

Xingyu Zhao, Marcos Netto, Junbo Zhao

LLaDA-MoE: A Sparse MoE Diffusion Language Model

Fengqi Zhu, Zebin You, Yipeng Xing +23

SkillComposer: Learning to Evolve Agent Skills for Specification and Generalization

Qi Zhang, Zhaopeng Feng, Xiaonan Shi +8

Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory

Lin Long, Yichen He, Wentao Ye +5

Harnessing Flexible Spatial and Temporal Data Center Workloads for Grid Regulation Services

Yingrui Fan, Junbo Zhao

VeniBot: Towards Autonomous Venipuncture with Semi-supervised Vein Segmentation from Ultrasound Images

Yu Chen, Yuxuan Wang, Bolin Lai +7

Semantically Similar, Logically Distinct: Diagnosing the Semantic-Answerability Gap in Table RAG

Jiaming Tian, Liyao Li, Wentao Ye +5

Beyond Tree Models: A Hybrid Model of KAN and gMLP for Large-Scale Financial Tabular Data

Mingming Zhang, Jiahao Hu, Pengfei Shi +8

Comparative Study of Data-driven Area Inertia Estimation Approaches on WECC Power Systems

Bendong Tan, Jiangkai Peng, Ningchao Gao +2

Data-driven Optimal Power Flow: A Physics-Informed Machine Learning Approach

Xingyu Lei, Zhifang Yang, Juan Yu +3

TableGPT-R1: Advancing Tabular Reasoning Through Reinforcement Learning

Saisai Yang, Qingyi Huang, Jing Yuan +13

Reinforcement Learning with Rubric Anchors

Zenan Huang, Yihong Zhuang, Guoshan Lu +18

Stop Unnecessary Reflection: Training LRMs for Efficient Reasoning with Adaptive Reflection and Length Coordinated Penalty

Zewei Yu, Lirong Gao, Yuke Zhu +4

dRAE: Representation Autoencoder with Hyper-Spherical Codes

Tianren Ma, Lin Long, Chuyan Chen +4

ABench-Physics: Benchmarking Physical Reasoning in LLMs via High-Difficulty and Dynamic Physics Problems

Yiming Zhang, Yingfan Ma, Yanmei Gu +9

A Review of Safe Reinforcement Learning Methods for Modern Power Systems

Tong Su, Tong Wu, Junbo Zhao +2

BridgeAlign: Bridging Preference Alignment for Humanities and Social Sciences

Ru Peng, Haokai Xu, Xijun Gu +11

BridgeAlign introduces a three-stage pipeline that creates and uses synthetic preference data to align large language models with nuanced quality judgments in humanities and social…

TableGPT: Towards Unifying Tables, Nature Language and Commands into One GPT

Liangyu Zha, Junlin Zhou, Liyao Li +22

SPA++: Generalized Graph Spectral Alignment for Versatile Domain Adaptation

Zhiqing Xiao, Haobo Wang, Xu Lu +3

Observers for Differential Algebraic Equation Models of Power Networks: Jointly Estimating Dynamic and Algebraic States

Sebastian Nugroho, Ahmad Taha, Nikolaos Gatsis +1

An Invariant Latent Space Perspective on Language Model Inversion

Wentao Ye, Jiaqi Hu, Haobo Wang +7

SPA: A Graph Spectral Alignment Perspective for Domain Adaptation

Zhiqing Xiao, Haobo Wang, Ying Jin +4

Merge-of-Thought Distillation

Zhanming Shen, Zeyu Qin, Zenan Huang +6

Privacy-Preserving Distributed Defense Framework for DC Microgrids Against Exponentially Unbounded False Data Injection Attacks

Yi Zhang, Mohamadamin Rajabinezhad, Yichao Wang +2

KMLP: A Scalable Hybrid Architecture for Web-Scale Tabular Data Modeling

Mingming Zhang, Pengfei Shi, Zhiqing Xiao +8

Momentum for Reasoning: Dense Intrinsic Signals in Policy Optimization

Hao Chen, Zhanming Shen, Liyao Li +8

Failure-Aware Access Point Selection for Resilient Cell-Free Massive MIMO Networks

Mostafa Rahmani Ghourtani, Junbo Zhao, Yi Chu +3

Distributed Voltage Regulation of Active Distribution System Based on Enhanced Multi-agent Deep Reinforcement Learning

Di Cao, Junbo Zhao, Weihao Hu +3

Distributed Robust State Estimation for Hybrid AC/DC Distribution Systems using Multi-Source Data

Manyun Huang, Junbo Zhao, Zhinong Wei +2

AIGT: AI Generative Table Based on Prompt

Mingming Zhang, Zhiqing Xiao, Guoshan Lu +5

On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey

Lin Long, Rui Wang, Ruixuan Xiao +4

Deep Reinforcement Learning-Enabled Adaptive Forecasting-Aided State Estimation in Distribution Systems with Multi-Source Multi-Rate Data

Ying Zhang, Junbo Zhao, Di Shi +1

Pre-Trained Model Recommendation for Downstream Fine-tuning

Jiameng Bai, Sai Wu, Jie Song +2

Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLM

Xiaomeng Hu, Jiaqi Hu, Hao Chen +4

DeltaMem: Towards Agentic Memory Management via Reinforcement Learning

Qi Zhang, Shen Huang, Chu Liu +4

Latent Processes Identification From Multi-View Time Series

Zenan Huang, Haobo Wang, Junbo Zhao +1

RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering

Yiming Zhang, Siyue Zhang, Junbo Zhao +1

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models

Hao Chen, Haoze Li, Zhiqing Xiao +6

Bussgang revisited: effect of quantization on signal to distortion plus noise ratio with non-Gaussian signals

Alister Burr, Abigail Elcock, Junbo Zhao

A Survey of Open-Source Power System Dynamic Simulators with Grid-Forming Inverter for Machine Learning Applications

Tong Su, Jiangkai Peng, Alaa Selim +2

Scalable Volt-VAR Optimization using RLlib-IMPALA Framework: A Reinforcement Learning Approach

Alaa Selim, Yanzhu Ye, Junbo Zhao +1

Robust Data-Driven Linear Power Flow Model with Probability Constrained Worst-Case Errors

Yitong Liu, Zhengshuo Li, Junbo Zhao

Neural Network Certification Informed Power System Transient Stability Preventive Control with Renewable Energy

Tong Su, Junbo Zhao

OPRD: On-Policy Representation Distillation

Shenzhi Yang, Guangcheng Zhu, Bowen Song +8

Non-Parametric Structural Priors for Geometry Theorem Prediction

Junbo Zhao, Ting Zhang, Can Li +3

A Comparative Study on Reasoning Patterns of OpenAI's o1 Model

Siwei Wu, Zhongyuan Peng, Xinrun Du +14

Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation

Mingxuan Xia, Haobo Wang, Yixuan Li +4

Purified OPSD: On-Policy Self-Distillation Without Losing How to Think

Zhanming Shen, Jintao Tong, Shaotian Yan +9

Data Contamination Calibration for Black-box LLMs

Wentao Ye, Jiaqi Hu, Liyao Li +3

HeartBench: Probing Core Dimensions of Anthropomorphic Intelligence in LLMs

Jiaxin Liu, Peiyi Tu, Wenyu Chen +9

LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Tiwei Bie, Maosong Cao, Kun Chen +28

Deps-SAN: Neural Machine Translation with Dependency-Scaled Self-Attention Network

Ru Peng, Nankai Lin, Yi Fang +4

Toward Real-World Table Agents: Capabilities, Workflows, and Design Principles for LLM-based Table Intelligence

Jiaming Tian, Liyao Li, Wentao Ye +6

Discovering Robust Convolutional Architecture at Targeted Capacity: A Multi-Shot Approach

Xuefei Ning, Junbo Zhao, Wenshuo Li +4

Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model

Ling Team, Anqi Shen, Baihui Li +101

Energy-based Generative Adversarial Network

Junbo Zhao, Michael Mathieu, Yann LeCun

CAME: Contrastive Automated Model Evaluation

Ru Peng, Qiuyang Duan, Haobo Wang +5

FLoE: Fisher-Based Layer Selection for Efficient Sparse Adaptation of Low-Rank Experts

Xinyi Wang, Lirong Gao, Haobo Wang +2

Efficient Computation of Power System Maximum Transient Linear Growth

Daniel Adrian Maldonado, Emil Constantinescu, Junbo Zhao +1

3D-PreMise: Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?

Zeqing Yuan, Haoxuan Lan, Qiang Zou +1

Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis

Yiming Zhang, Min Zhang, Sai Wu +1

Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information

Junbo Zhao, Ting Zhang, Jiayu Sun +2

Optimsyn: Influence-Guided Rubrics Optimization for Synthetic Data Generation

Zhiting Fan, Ruizhe Chen, Tianxiang Hu +7

Training-Trajectory-Aware Token Selection

Zhanming Shen, Jiaqi Hu, Zeyu Qin +7

Model-Free Voltage Regulation of Unbalanced Distribution Network Based on Surrogate Model and Deep Reinforcement Learning

Di Cao, Junbo Zhao, Weihao Hu +4

Assessing Hidden Risks of LLMs: An Empirical Study on Robustness, Consistency, and Credibility

Wentao Ye, Mingfeng Ou, Tianyi Li +8

PIANOTREE VAE: Structured Representation Learning for Polyphonic Music

Ziyu Wang, Yiyi Zhang, Yixiao Zhang +4

LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization

Qi Zhang, Shouqing Yang, Lirong Gao +8

Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models

Shuai Zhao, Jinming Wen, Luu Anh Tuan +2

Cyber-Physical Testbed Integrating RTAC with RTDS for Game-Theoretic Topology Control Under Load Altering Attacks

Alaa Selim, Junbo Zhao

Can LLMs Act as Historians? Evaluating Historical Research Capabilities of LLMs via the Chinese Imperial Examination

Lirong Gao, Zeqing Wang, Yuyan Cai +6

Revisiting Convolution Architecture in the Realm of DNA Foundation Models

Yu Bo, Weian Mao, Yanjun Shao +6

DORY: Deliberative Prompt Recovery for LLM

Lirong Gao, Ru Peng, Yiming Zhang +1

VeniBot: Towards Autonomous Venipuncture with Automatic Puncture Area and Angle Regression from NIR Images

Xu Cao, Zijie Chen, Bolin Lai +8

PiCO+: Contrastive Label Disambiguation for Robust Partial Label Learning

Haobo Wang, Ruixuan Xiao, Yixuan Li +4

TableGPT2: A Large Multimodal Model with Tabular Data Integration

Aofeng Su, Aowen Wang, Chao Ye +30