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Silviu Cucerzan

3 accepted papers

2026

Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference

ICLR 2026oral

Large language models (LLMs) are increasingly leveraged for text-rich graph machine learning tasks, with node classification standing out due to its high-impact application domains such as fraud detection and recommendation systems. Yet, despite a surge of interest, the field lacks a principled und…

Cited by 0SourceScholar
2025

ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

NAACL 2025long

The pace of scientific research, vital for improving human life, is complex, slow, and needs specialized expertise. Meanwhile, novel, impactful research often stems from both a deep understanding of prior work, and a cross-pollination of ideas across domains and fields. To enhance the productivity o…

2024

Knowledge-Centric Templatic Views of Documents

EMNLP 2024finding

Authors seeking to communicate with broader audiences often share their ideas in various document formats, such as slide decks, newsletters, reports, and posters. Prior work on document generation has generally tackled the creation of each separate format to be a different task, leading to fragmente…

Cited by 6SourcePDFScholar