Junyu Luo

58 papers A* 14A 1Journal 33Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
AlphaPROBE: Alpha Mining via Principled Retrieval and On-graph biased evolution.
CoRR
Taian Guo, Haiyang Shen, Junyu Luo, Binqi Chen, Hongjun Ding, Jinsheng Huang, Luchen Liu, Yun Ma, Ming Zhang
2026 A* conf
BAMAS: Structuring Budget-Aware Multi-Agent Systems.
AAAI
Liming Yang, Junyu Luo, Xuanzhe Liu, Yiling Lou, Zhenpeng Chen
2026 A* conf
CogniTrust: Cognitive Memory-Driven Verifiable Supervision for Robust Hashing.
AAAI
Yiyang Gu, Bohan Wu, Yifang Qin, Jiaru Tang, Rong-Cheng Tu, Zhiping Xiao, Taian Guo, Junyu Luo, Wei Ju, Xiao Luo, Dacheng Tao, Ming Zhang
2026 — conf
DisCo: Diffusion-guided Unbiased Discriminative Learning for Unsupervised Graph Domain Adaptation.
KDD (1)
Haodong Zhang, Tao Ren, Changhu Wang, Yifan Wang, Wei Ju, Huaizhi Tang, Junyu Luo, Zimo Wang, Ziyue Qiao, Xian-Sheng Hua, Xiao Luo
2026 J jnl
MEME: Modeling the Evolutionary Modes of Financial Markets.
CoRR
Taian Guo, Haiyang Shen, Junyu Luo, Zhongshi Xing, Hanchun Lian, Jinsheng Huang, Binqi Chen, Luchen Liu, Yun Ma, Ming Zhang
2026 J jnl
Robust Cross Supervision With Target Mining for Source-Free Graph Domain Adaptation.
IEEE Trans. Knowl. Data Eng.
Junyu Luo, Haoyu Tao, Xiao Luo, Yusheng Zhao, Zhiping Xiao, Dailan He, Wei Ju, Chong Chen, Xian-Sheng Hua, Ming Zhang
2026 J jnl
SPOT: Spectral Optimal Transport for Graph Domain Generalization.
ACM Trans. Knowl. Discov. Data
Yusheng Zhao, Xiao Luo, Junyu Luo, Wei Ju, Zhonghui Gu, Zhiping Xiao, Xian-Sheng Hua, Ming Zhang
2026 A* conf
Space-based Parameter Evolving with Lightweight Optimization for Graph Adaptation to Evolving Shifts.
WWW
Junyu Luo, Zixuan Ouyang, Xiao Luo, Hourun Li, Zhiping Xiao, Yifan Wang, Ming Zhang
2025 J jnl
A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations.
CoRR
Tian Lan, Yang-Hao Zhou, Zi-Ao Ma, Fanshu Sun, Rui-qing Sun, Junyu Luo, Rong-Cheng Tu, Heyan Huang, Chen Xu, Zhijing Wu, Xian-Ling Mao
2025 — conf
A Survey of RAG-Reasoning Systems in Large Language Models.
EMNLP (Findings)
Yangning Li, Weizhi Zhang, Yuyao Yang, Wei-Chieh Huang, Yaozu Wu, Junyu Luo, Yuanchen Bei, Henry Peng Zou, Xiao Luo, Yusheng Zhao, Chunkit Chan, Yankai Chen, Zhongfen Deng, Yinghui Li, Hai-Tao Zheng, Dongyuan Li, Renhe Jiang, Ming Zhang, Yangqiu Song, Philip S. Yu
2025 — conf
A Survey on Efficient Large Language Model Training: From Data-centric Perspectives.
ACL (1)
Junyu Luo, Bohan Wu, Xiao Luo, Zhiping Xiao, Yiqiao Jin, Rong-Cheng Tu, Nan Yin, Yifan Wang, Jingyang Yuan, Wei Ju, Ming Zhang
2025 J jnl
A Survey on Efficient Large Language Model Training: From Data-centric Perspectives.
CoRR
Junyu Luo, Bohan Wu, Xiao Luo, Zhiping Xiao, Yiqiao Jin, Rong-Cheng Tu, Nan Yin, Yifan Wang, Jingyang Yuan, Wei Ju, Ming Zhang
2025 A* conf
Attention Bootstrapping for Multi-Modal Test-Time Adaptation.
AAAI
Yusheng Zhao, Junyu Luo, Xiao Luo, Jinsheng Huang, Jingyang Yuan, Zhiping Xiao, Ming Zhang
2025 J jnl
Attention Bootstrapping for Multi-Modal Test-Time Adaptation.
CoRR
Yusheng Zhao, Junyu Luo, Xiao Luo, Jinsheng Huang, Jingyang Yuan, Zhiping Xiao, Ming Zhang
2025 — conf
Automate Strategy Finding with LLM in Quant Investment.
EMNLP (Findings)
Zhizhuo Kou, Holam Yu, Junyu Luo, Jingshu Peng, Xujia Li, Chengzhong Liu, Juntao Dai, Lei Chen, Sirui Han, Yike Guo
2025 J jnl
BAMAS: Structuring Budget-Aware Multi-Agent Systems.
CoRR
Liming Yang, Junyu Luo, Xuanzhe Liu, Yiling Lou, Zhenpeng Chen
2025 J jnl
Cross-Domain Diffusion With Progressive Alignment for Efficient Adaptive Retrieval.
IEEE Trans. Image Process.
Junyu Luo, Yusheng Zhao, Xiao Luo, Zhiping Xiao, Wei Ju, Li Shen, Dacheng Tao, Ming Zhang
2025 J jnl
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval.
CoRR
Junyu Luo, Yusheng Zhao, Xiao Luo, Zhiping Xiao, Wei Ju, Li Shen, Dacheng Tao, Ming Zhang
2025 J jnl
DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation.
Trans. Mach. Learn. Res.
Pengyun Wang, Yadi Cao, Chris Russell, Yanxin Shen, Junyu Luo, Ming Zhang, Siyu Heng, Xiao Luo
2025 — conf
FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation.
ACL (1)
Junyu Luo, Zhizhuo Kou, Liming Yang, Xiao Luo, Jinsheng Huang, Zhiping Xiao, Jingshu Peng, Chengzhong Liu, Jiaming Ji, Xuanzhe Liu, Sirui Han, Ming Zhang, Yike Guo
2025 J jnl
FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation.
CoRR
Junyu Luo, Zhizhuo Kou, Liming Yang, Xiao Luo, Jinsheng Huang, Zhiping Xiao, Jingshu Peng, Chengzhong Liu, Jiaming Ji, Xuanzhe Liu, Sirui Han, Ming Zhang, Yike Guo
2025 J jnl
From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents.
CoRR
Weizhi Zhang, Yangning Li, Yuanchen Bei, Junyu Luo, Guancheng Wan, Liangwei Yang, Chenxuan Xie, Yuyao Yang, Wei-Chieh Huang, Chunyu Miao, Henry Peng Zou, Xiao Luo, Yusheng Zhao, Yankai Chen, Chunkit Chan, Peilin Zhou, Xinyang Zhang, Chenwei Zhang, Jingbo Shang, Ming Zhang, Yangqiu Song, Irwin King, Philip S. Yu
2025 — conf
Future Matters for Present: Towards Effective Physical Simulation over Meshes.
KDD (1)
Xiao Luo, Junyu Luo, Huiyu Jiang, Hang Zhou, Zhiping Xiao, Wei Ju, Carl Ji Yang, Ming Zhang, Yizhou Sun
2025 J jnl
Large Language Model Agent: A Survey on Methodology, Applications and Challenges.
CoRR
Junyu Luo, Weizhi Zhang, Ye Yuan, Yusheng Zhao, Junwei Yang, Yiyang Gu, Bohan Wu, Binqi Chen, Ziyue Qiao, Qingqing Long, Rongcheng Tu, Xiao Luo, Wei Ju, Zhiping Xiao, Yifan Wang, Meng Xiao, Chenwu Liu, Jingyang Yuan, Shichang Zhang, Yiqiao Jin, Fan Zhang, Xian Wu, Hanqing Zhao, Dacheng Tao, Philip S. Yu, Ming Zhang
2025 J jnl
MASS: Multi-Agent Simulation Scaling for Portfolio Construction.
CoRR
Taian Guo, Haiyang Shen, Jinsheng Huang, Zhengyang Mao, Junyu Luo, Zhuoru Chen, Xuhui Liu, Bingyu Xia, Luchen Liu, Yun Ma, Ming Zhang
2025 J jnl
MATE: Masked optimal transport with dynamic selection for partial label graph learning.
Artif. Intell.
Yiyang Gu, Binqi Chen, Zihao Chen, Ziyue Qiao, Xiao Luo, Junyu Luo, Zhiping Xiao, Wei Ju, Ming Zhang
2025 — conf
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness.
EMNLP (Findings)
Yusheng Zhao, Xiao Luo, Junyu Luo, Weizhi Zhang, Zhiping Xiao, Wei Ju, Philip S. Yu, Ming Zhang
2025 J jnl
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness.
CoRR
Yusheng Zhao, Junyu Luo, Xiao Luo, Weizhi Zhang, Zhiping Xiao, Wei Ju, Philip S. Yu, Ming Zhang
2025 — conf
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention.
ACL (1)
Jingyang Yuan, Huazuo Gao, Damai Dai, Junyu Luo, Liang Zhao, Zhengyan Zhang, Zhenda Xie, Yuxing Wei, Lean Wang, Zhiping Xiao, Yuqing Wang, Chong Ruan, Ming Zhang, Wenfeng Liang, Wangding Zeng
2025 J jnl
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention.
CoRR
Jingyang Yuan, Huazuo Gao, Damai Dai, Junyu Luo, Liang Zhao, Zhengyan Zhang, Zhenda Xie, Y. X. Wei, Lean Wang, Zhiping Xiao, Yuqing Wang, Chong Ruan, Ming Zhang, Wenfeng Liang, Wangding Zeng
2025 — conf
Semi-supervised Fine-tuning for Large Language Models.
NAACL (Findings)
Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju, Ming Zhang
2025 A* conf
Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation.
ICML
Junyu Luo, Yuhao Tang, Yiwei Fu, Xiao Luo, Zhizhuo Kou, Zhiping Xiao, Wei Ju, Wentao Zhang, Ming Zhang
2025 J jnl
Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation.
CoRR
Junyu Luo, Yuhao Tang, Yiwei Fu, Xiao Luo, Zhizhuo Kou, Zhiping Xiao, Wei Ju, Wentao Zhang, Ming Zhang
2025 A* conf
TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs.
AAAI
Yusheng Zhao, Changhu Wang, Xiao Luo, Junyu Luo, Wei Ju, Zhiping Xiao, Ming Zhang
2025 A* conf
Test-time Adaptation on Graphs via Adaptive Subgraph-based Selection and Regularized Prototypes.
ICML
Yusheng Zhao, Qixin Zhang, Xiao Luo, Junyu Luo, Wei Ju, Zhiping Xiao, Ming Zhang
2025 J jnl
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs.
CoRR
Yangning Li, Weizhi Zhang, Yuyao Yang, Wei-Chieh Huang, Yaozu Wu, Junyu Luo, Yuanchen Bei, Henry Peng Zou, Xiao Luo, Yusheng Zhao, Chunkit Chan, Yankai Chen, Zhongfen Deng, Yinghui Li, Hai-Tao Zheng, Dongyuan Li, Renhe Jiang, Ming Zhang, Yangqiu Song, Philip S. Yu
2024 J jnl
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability.
CoRR
Pengyun Wang, Junyu Luo, Yanxin Shen, Siyu Heng, Xiao Luo
2024 A* conf
A Survey of Data-Efficient Graph Learning.
IJCAI
Wei Ju, Siyu Yi, Yifan Wang, Qingqing Long, Junyu Luo, Zhiping Xiao, Ming Zhang
2024 J jnl
A Survey of Data-Efficient Graph Learning.
CoRR
Wei Ju, Siyu Yi, Yifan Wang, Qingqing Long, Junyu Luo, Zhiping Xiao, Ming Zhang
2024 J jnl
DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation.
CoRR
Pengyun Wang, Yadi Cao, Chris Russell, Siyu Heng, Junyu Luo, Yanxin Shen, Xiao Luo
2024 A* conf
EGODE: An Event-attended Graph ODE Framework for Modeling Rigid Dynamics.
NeurIPS
Jingyang Yuan, Gongbo Sun, Zhiping Xiao, Hang Zhou, Xiao Luo, Junyu Luo, Yusheng Zhao, Wei Ju, Ming Zhang
2024 J jnl
GALA: Graph Diffusion-Based Alignment With Jigsaw for Source-Free Domain Adaptation.
IEEE Trans. Pattern Anal. Mach. Intell.
Junyu Luo, Yiyang Gu, Xiao Luo, Wei Ju, Zhiping Xiao, Yusheng Zhao, Jingyang Yuan, Ming Zhang
2024 J jnl
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation.
CoRR
Junyu Luo, Yiyang Gu, Xiao Luo, Wei Ju, Zhiping Xiao, Yusheng Zhao, Jingyang Yuan, Ming Zhang
2024 A* conf
Multi- View Teacher with Curriculum Data Fusion for Robust Unsupervised Domain Adaptation.
ICDE
Yuhao Tang, Junyu Luo, Ling Yang, Xiao Luo, Wentao Zhang, Bin Cui
2024 A* conf
Rank and Align: Towards Effective Source-free Graph Domain Adaptation.
IJCAI
Junyu Luo, Zhiping Xiao, Yifan Wang, Xiao Luo, Jingyang Yuan, Wei Ju, Langechuan Liu, Ming Zhang
2024 J jnl
Rank and Align: Towards Effective Source-free Graph Domain Adaptation.
CoRR
Junyu Luo, Zhiping Xiao, Yifan Wang, Xiao Luo, Jingyang Yuan, Wei Ju, Langechuan Liu, Ming Zhang
2024 J jnl
RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response.
CoRR
Junyu Luo, Xiao Luo, Kaize Ding, Jingyang Yuan, Zhiping Xiao, Ming Zhang
2024 J jnl
SemiEvol: Semi-supervised Fine-tuning for LLM Adaptation.
CoRR
Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju, Ming Zhang
2024 J jnl
Towards Graph Contrastive Learning: A Survey and Beyond.
CoRR
Wei Ju, Yifan Wang, Yifang Qin, Zhengyang Mao, Zhiping Xiao, Junyu Luo, Junwei Yang, Yiyang Gu, Dongjie Wang, Qingqing Long, Siyu Yi, Xiao Luo, Ming Zhang
2022 A* conf
3D-SPS: Single-Stage 3D Visual Grounding via Referred Point Progressive Selection.
CVPR
Junyu Luo, Jiahui Fu, Xianghao Kong, Chen Gao, Haibing Ren, Hao Shen, Huaxia Xia, Si Liu
2022 J jnl
3D-SPS: Single-Stage 3D Visual Grounding via Referred Point Progressive Selection.
CoRR
Junyu Luo, Jiahui Fu, Xianghao Kong, Chen Gao, Haibing Ren, Hao Shen, Huaxia Xia, Si Liu
2021 A conf
FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update.
CIKM
Junyu Luo, Jianlei Yang, Xucheng Ye, Xin Guo, Weisheng Zhao
2021 J jnl
FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update.
CoRR
Junyu Luo, Jianlei Yang, Xucheng Ye, Xin Guo, Weisheng Zhao
2021 A* conf
TransRefer3D: Entity-and-Relation Aware Transformer for Fine-Grained 3D Visual Grounding.
ACM Multimedia
Dailan He, Yusheng Zhao, Junyu Luo, Tianrui Hui, Shaofei Huang, Aixi Zhang, Si Liu
2021 J jnl
TransRefer3D: Entity-and-Relation Aware Transformer for Fine-Grained 3D Visual Grounding.
CoRR
Dailan He, Yusheng Zhao, Junyu Luo, Tianrui Hui, Shaofei Huang, Aixi Zhang, Si Liu
2020 — conf
Accelerating CNN Training by Pruning Activation Gradients.
ECCV (25)
Xucheng Ye, Pengcheng Dai, Junyu Luo, Xin Guo, Yingjie Qi, Jianlei Yang, Yiran Chen
2020 A* conf
SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training.
DAC
Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen, Weisheng Zhao
2020 J jnl
SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training.
CoRR
Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen, Weisheng Zhao