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2026 顶会论文

作者位次 #3/6ICLR 2026Poster· General Machine Learning / Everything Else

DAMR: Efficient and Adaptive Context-Aware Knowledge Graph Question Answering with LLM-Guided MCTS

Yingxu Wang · Shiqi Fan · Mengzhu Wang · Siyang Gao · Chao Wang · nan yin

检索与知识效率与系统OpenReview

作者位次 #3/4ACL 2026Findings· Findings of ACL

TRACE : An Experiential Framework for Coherent Multi-hop Knowledge Graph Question Answering

Yingxu Wang · Jiaxin Huang · Mengzhu Wang · nan yin

摘要

Multi-hop Knowledge Graph Question Answering (KGQA) requires coherent reasoning across relational paths, yet existing methods often treat each reasoning step independently and fail to effectively leverage experience from prior explorations, leading to fragmented reasoning and redundant exploratio...

检索与知识推理可解释性OpenReview 项目页

作者位次 #5/6KDD 2026Oral· Knowledge Discovery & Data Mining

Cognitive Bifurcation: Dual-Progressive Causal Diffusion with Hippocampal Memory for Continual Graph Learning

Jiahao Liang · Carl Yang · Haoran Yang · Zhiwen Yu · Mengzhu Wang · Kaixiang Yang

检索与知识OpenReview

作者位次 #3/5KDD 2026Oral· Knowledge Discovery & Data Mining

USBD: Universal Structural Basis Distillation for Source-Free Graph Domain Adaptation

Yingxu Wang · Kunyu Zhang · Mengzhu Wang · Siyang Gao · nan yin

强化学习与后训练检索与知识OpenReview

作者位次 #2/7KDD 2026Oral· Knowledge Discovery & Data Mining

ProtoPSR: Prototype-guided Pairwise Similarity Regularization for Robust Spatial Multi-Omics Integration

Yu Zhang · Mengzhu Wang · Luoxi Jing · Shanshan Wang · nan yin · Kaixiang Yang · Hongxing Zhang

检索与知识OpenReview

作者位次 #6/7AAAI 2026Poster· Artificial Intelligence

Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis

Daixian Liu · Hau-Sing So · Haoran Chen · Jiao Li · Shanshan Wang · Mengzhu Wang · Jingcai Guo

多模态OpenReview

作者位次 #4/5AAAI 2026Poster· Artificial Intelligence

DeFT-LoRA: Decoupled and Fused Tuning with LoRA Experts for Universal Cross-Domain Retrieval

Ke Xu · Xiaozheng Shen · Shanshan Wang · Mengzhu Wang · Xun Yang

效率与系统检索与知识OpenReview

作者位次 #2/5AAAI 2026Poster· Artificial Intelligence

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning

Yingxu Wang · Mengzhu Wang · Zhichao Huang · Suyu Liu · nan yin

OpenReview

Mengzhu Wang

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