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Danai Koutra

ICLR 2026×2KDD 2026×2AAAI 2026SIGIR 2026检索与知识理论与学习动力学对齐与偏好可解释性多模态
新星分资深
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一作贡献0
核心/参与30
方向广度19
合作网络12
0 一作 · 6 篇 · ICLR 2026 / KDD 2026 / AAAI 2026 / SIGIR 2026

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2026 顶会论文

6
作者位次 #3/3ICLR 2026Poster· Deep Learning / Graph Neural Networks

Glance for Context: Learning When to Leverage LLMs for Node-Aware GNN-LLM Fusion

Donald Loveland · Yao-An Yang · Danai Koutra

作者位次 #2/3ICLR 2026Poster· Deep Learning / Graph Neural Networks

Canonical Tree Cover Neural Networks for Expressive and Invariant Graph Learning

Michael Ito · Danai Koutra · Jenna Wiens

理论与学习动力学OpenReview
作者位次 #5/7SIGIR 2026Poster· Information Retrieval (Short)

Beyond Unimodal Perspectives: Generative Retrieval with Multimodal Semantics

Jing Zhu · Clark Mingxuan Ju · Yozen Liu · Shubham Vij · Danai Koutra · Neil Shah · Tong Zhao

摘要

Generative retrieval (GR) has revolutionized recommendation systems by integrating the content of the items into semantic identifiers. However, existing frameworks predominantly isolate modalities (e.g., relying solely on text), overlooking the inherently multimodal nature of real-world items. Th...

对齐与偏好可解释性多模态OpenReview
作者位次 #3/3AAAI 2026Poster· Artificial Intelligence

GraphTextack: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs

Jiaji Ma · Puja Trivedi · Danai Koutra

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