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Papers
Debate over Mixed-knowledge: A Robust Multi-Agent Reasoning Framework for Incomplete Knowledge Graph Question Answering
AAAI 2026
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
CVPR 2026
IE-SRGS: An Internal-External Knowledge Fusion Framework for High-Fidelity 3D Gaussian Splatting Super-Resolution
AAAI 2026
AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning
EMNLP 2025
Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering
CVPR 2025
FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging
EMNLP 2025
FuseChat: Knowledge Fusion of Chat Models
EMNLP 2025
Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor
CVPR 2025
Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations
EMNLP 2025
Investigating Language Preference of Multilingual RAG Systems
ACL 2025
Recurrent Knowledge Identification and Fusion for Language Model Continual Learning
ACL 2025
SheffieldGATE at SemEval-2025 Task 2: Multi-Stage Reasoning with Knowledge Fusion for Entity Translation
SemEval 2025
Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding
ICML 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging
EMNLP 2025
Direct May Not Be the Best: An Incremental Evolution View of Pose Generation
AAAI 2024
Knowledge Fusion By Evolving Weights of Language Models
ACL 2024
Knowledge Fusion of Large Language Models
ICLR 2024
Suitable is the Best: Task-Oriented Knowledge Fusion in Vulnerability Detection
NeurIPS 2024
A Cognitive Stimulation Dialogue System with Multi-source Knowledge Fusion for Elders with Cognitive Impairment
ACL 2023
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label Propagation
IJCAI 2023
An Empirical Study on Multiple Knowledge from ChatGPT for Emotion Recognition in Conversations
EMNLP 2023
Dataless Knowledge Fusion by Merging Weights of Language Models
ICLR 2023
DKAF: KB Arbitration for Learning Task-Oriented Dialog Systems with Dialog-KB Inconsistencies
ACL 2023
Merging Generated and Retrieved Knowledge for Open-Domain QA
EMNLP 2023
An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks
EMNLP 2022