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2026 顶会论文

作者位次 #8/8ICML 2026Poster· Deep Learning / Foundation Models

Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning

Wenhang Shi · Yiren Chen · Shuqing Bian · Zhe Zhao · Jinhao Dong · Pengfei Hu · WEI LU · Xiaoyong Du

强化学习与后训练OpenReview

作者位次 #6/6ICML 2026Poster

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Shaolei Zhang · Ju Fan · Meihao Fan · Yizhe Liu · Yuxin Zhang · Xiaoyong Du

智能体与工具OpenReview

作者位次 #5/5ICML 2026Poster

CoDA-Bench: Can Code Agents Handle Data-Intensive Tasks?

Yuxin Zhang · Ju Fan · Meihao Fan · Shaolei Zhang · Xiaoyong Du

智能体与工具代码OpenReview

作者位次 #6/6ICML 2026Poster· Deep Learning / Large Language Models

RaBitQCache: Rotated Binary Quantization for KVCache in Long Context LLM Inference

Wenhao Li · Jinhao Dong · Hailin Zhang · Wenhang Shi · WEI LU · Xiaoyong Du

效率与系统长上下文与架构OpenReview

作者位次 #8/8ACL 2026Findings· Findings of ACL

Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM -Teacher Collaboration for K -12 Writing at Scale

Canran Wang · Yuwen Yang · Zhen Wang · Ming MA · Ding Yu · Chentai Wang · Keman Huang · Xiaoyong Du

摘要

The double-edged sword of integrating Large Language Models (LLMs) requires an effective triadic collaboration mechanism among LLMs, teachers and students, especially for K-12 education. By developing a triadic collaboration system to support K-12 writing learning, a multidimensional evaluation f...

可解释性多模态评测与基准OpenReview 项目页

作者位次 #7/7VLDB 2026Oral· Data Management (REG)

Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems

Zhenghao Ding · Xinyi Zhang · Chao Zhang · Yishen Sun · Kai Xu · WEI LU · Xiaoyong Du

OpenReview

作者位次 #12/12VLDB 2026Oral· Data Management (REG)

Why Database Manuals Are Not Enough: Efficient and Reliable Configuration Tuning for DBMSs via Code-Driven LLM Agents

Xinyi Zhang · Tiantian Chen · Zhentao Han · Zhaoyan Hong · WEI LU · Sheng Wang · Mo Sha · Anni Wang · Yakun Zhang · Shuang Liu · Feifei Li · Xiaoyong Du

智能体与工具效率与系统代码OpenReview

作者位次 #10/10VLDB 2026Oral· Data Management (REG)

TACO: A Benchmark for Open-Domain Text-to-SQL with Ambiguous and Cross-Database Queries

Chao Deng · Ju Fan · Yuyu Luo · Qinliang Xue · Meihao Fan · Yuxin Zhang · Min Zhang · Xiaofeng Jia · Jing Zhang · Xiaoyong Du

评测与基准代码OpenReview

作者位次 #7/7VLDB 2026Oral· Data Management (REG)

TVA: A Version-aware Temporal Graph Storage System for Real-time Analytics

Wenhao Li · Zhanhao Zhao · Jinhao Dong · Jiamin Hou · WEI LU · Yunhai Wang · Xiaoyong Du

OpenReview

作者位次 #5/10VLDB 2026Oral· Data Management (REG)

DeepPrep: An LLM-Powered Agentic System for Autonomous Data Preparation

Meihao Fan · Ju Fan · Yuxin Zhang · Shaolei Zhang · Xiaoyong Du · Jie Song · Peng Li · Fuxin Jiang · Tieying Zhang · Jianjun Chen

智能体与工具OpenReview

作者位次 #21/21VLDB 2026Oral· Data Management (REG)

Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL

Yiteng Chu · Jie Jiang · Yuxing Chen · Feng Zhang · Yuxin Tang · Anqun Pan · Xin Wu · Xiang Hu · Hailin Lei · Qian Zhang · Ziyan Lin · Xiaoliang Yan · Xiaojian Fan · Liang Zhang · Bin Qu · Wen Zhang · Mengbang Xing · Lixiong Zheng · WEI LU · Yunpeng Chai · Xiaoyong Du

长上下文与架构OpenReview

作者位次 #11/14VLDB 2026Oral· Data Management (REG)

SQL-Native Vector Search at Billion Scale in Presto

Zhichen Xu · Ge Gao · Ke Wang · Aakash Deep · Junjie Qi · Jort Gemmeke · Amit Dutta · Xiaoxuan Meng · Trang Nguyen · Jiayin Yan · Xiaoyong Du · Vivek Gaur · Kaushik Ravichandran · Vishal Gandhi

检索与知识代码OpenReview

作者位次 #12/28VLDB 2026Oral· Data Management (REG)

From Presto to Prestissimo: A Velox-Powered Modernization Journey

Amit Dutta · Pedro Pedreira · Xiaoxuan Meng · Masha Basmanova · Orri Erling · Sergey Pershin · Jialiang Tan · Ge Gao · Ke Wang · Zac Wen · Krishna Pai · Xiaoyong Du · Natasha Sehgal · Heidi Han · Artem Selishchev · Ke Wang · Sebastiano Peluso · Chandrashekhar Singh · Sreeni Viswanadha · Aditi Pandit · Deepak Majeti · Tim Meehan · Christian Zentgraf · Aakash Deep · Rohit Jain · Sridhar Anumandla · Kaushik Ravichandran · Vivek Gaur

OpenReview

作者位次 #5/5KDD 2026Oral· Knowledge Discovery & Data Mining

BiVCoder: A Multi-Agent Framework for Code Generation via Bidirectional Code-Test Diagnosis

Xiaoyang Li · Jinhao Dong · Wenhang Shi · WEI LU · Xiaoyong Du

智能体与工具检索与知识代码OpenReview

作者位次 #7/7KDD 2026Oral· Knowledge Discovery & Data Mining

Scaling Agentic Capabilities via Grounded Interaction Synthesis

Wenhang Shi · Jinhao Dong · Yiren Chen · Zhe Zhao · Shuqing Bian · WEI LU · Xiaoyong Du

智能体与工具检索与知识OpenReview

作者位次 #7/7KDD 2026Oral· Knowledge Discovery & Data Mining

From Outcomes to Mechanisms: A Benchmark for Diagnosing LLM's Mechanism Hallucination on Data Inference Externalities

Xuanyi Li · Ankun Feng · Nianze Jing · Zeyan Li · Yaxin Li · Keman Huang · Xiaoyong Du

安全可解释性效率与系统OpenReview

作者位次 #3/3AAAI 2026Poster· Artificial Intelligence

AgentODRL: A Large Language Model-based Multi-agent System for ODRL Generation

Wanle Zhong · Keman Huang · Xiaoyong Du

智能体与工具OpenReview

作者位次 #5/5AAAI 2026Poster· Artificial Intelligence

Shadows in the Code: Exploring the Risks and Defenses of LLM-based Multi-Agent Software Development Systems

Xiaoqing Wang · Keman Huang · Bin Liang · Hongyu Li · Xiaoyong Du

智能体与工具代码OpenReview

Xiaoyong Du

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2026 顶会论文

Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

CoDA-Bench: Can Code Agents Handle Data-Intensive Tasks?

RaBitQCache: Rotated Binary Quantization for KVCache in Long Context LLM Inference

Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM -Teacher Collaboration for K -12 Writing at Scale

Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems

Why Database Manuals Are Not Enough: Efficient and Reliable Configuration Tuning for DBMSs via Code-Driven LLM Agents

TACO: A Benchmark for Open-Domain Text-to-SQL with Ambiguous and Cross-Database Queries

TVA: A Version-aware Temporal Graph Storage System for Real-time Analytics

DeepPrep: An LLM-Powered Agentic System for Autonomous Data Preparation

Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL

SQL-Native Vector Search at Billion Scale in Presto

From Presto to Prestissimo: A Velox-Powered Modernization Journey

BiVCoder: A Multi-Agent Framework for Code Generation via Bidirectional Code-Test Diagnosis

Scaling Agentic Capabilities via Grounded Interaction Synthesis

From Outcomes to Mechanisms: A Benchmark for Diagnosing LLM's Mechanism Hallucination on Data Inference Externalities

AgentODRL: A Large Language Model-based Multi-agent System for ODRL Generation

Shadows in the Code: Exploring the Risks and Defenses of LLM-based Multi-Agent Software Development Systems

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