AAAI 2025 Workshop AI4Research Submissions

Towards Scalable Oversight: Meta-Evaluation of LLMs as Evaluators via Agent Debate
Steffi Chern, Ethan Chern, Graham Neubig, Pengfei Liu
- Published: 20 Dec 2024, Last Modified: 01 Mar 2025
- AI4Research @ AAAI 2025 Oral
- Readers: Everyone
Understanding How Paper Writers Use AI-Generated Captions in Figure Caption Writing
Ho Yin Sam Ng, Ting-Yao Hsu, Jiyoo Min, Sungchul Kim, Ryan A. Rossi, Tong Yu, Hyunggu Jung, Ting-Hao Kenneth Huang
- Published: 20 Dec 2024, Last Modified: 29 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
Zonglin Yang, Wanhao Liu, Ben Gao, Tong Xie, Yuqiang Li, Wanli Ouyang, Soujanya Poria, Erik Cambria, Dongzhan Zhou
- Published: 20 Dec 2024, Last Modified: 31 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
CypEGAT: A Deep Learning Framework Integrating Protein Language Model and Graph Attention Networks for Enhanced CYP450s Substrate Prediction
Yao Wei, Uliano Guerrini, Ivano Eberini
- Published: 20 Dec 2024, Last Modified: 28 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion
Yanzhen Shen, Yu Zhang, Yunyi Zhang, Jiawei Han
- Published: 20 Dec 2024, Last Modified: 31 Dec 2024
- AI4Research @ AAAI 2025 Oral
- Readers: Everyone
Multi-LLM Collaborative Caption Generation in Scientific Documents
Jaeyoung Kim, Jongho Lee, Hong-Jun Choi, Ting-Yao Hsu, Chieh-Yang Huang, Sungchul Kim, Ryan A. Rossi, Tong Yu, C. Lee Giles, Ting-Hao Kenneth Huang, Sungchul Choi
- Published: 20 Dec 2024, Last Modified: 30 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Profiling and Analyzing Climate Change Statements in IPCC Reports
Ruiqi Li, Paige Reeves, Alasdair Tran, Jing Jiang, Lexing Xie
- Published: 20 Dec 2024, Last Modified: 23 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Learning to Generate Research Idea with Dynamic Control
Ruochen Li, Liqiang Jing, Xinya Du
- Published: 20 Dec 2024, Last Modified: 31 Dec 2024
- AI4Research @ AAAI 2025 Oral
- Readers: Everyone
Towards LLM-Driven Multi-Agent Pipeline for Drug Discovery: Neurodegenerative Diseases Case Study
Gleb Vitalevich Solovev, Alina Borisovna Zhidkovskaya, Anastasia Orlova, Anastasia Vepreva, Tonkii Ilya, Rodion Golovinskii, Nina Gubina, Denis Chistiakov, Timur A. Aliev, Ivan Poddiakov, Galina Zubkova, Ekaterina V. Skorb, Vladimir Vinogradov, Nikolay Nikitin, Andrei Dmitrenko, Anna Kalyuzhnaya, Andrey Savchenko
- Published: 20 Dec 2024, Last Modified: 30 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Empowering AI as Autonomous Researchers: Evaluating LLMs in Generating Novel Research Ideas through Automated Metrics
Debajyoti Dasgupta, Arijit Mondal, Partha Pratim Chakrabarti
- Published: 20 Dec 2024, Last Modified: 30 Dec 2024
- AI4Research @ AAAI 2025 Oral
- Readers: Everyone
Clustering Time Series Data with Gaussian Mixture Embeddings in a Graph Autoencoder Framework
Amirabbas Afzali, Hesam Hosseini, Mohamad Amin Mirzai, Arash Amini
- Published: 20 Dec 2024, Last Modified: 07 Jan 2025
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
DYNA-SKILL: Dynamic Self-Prompting Knowledge Graphs for Improving Logical Reasoning in Language Models
jongwon ryu, Junyeong Kim
- Published: 20 Dec 2024, Last Modified: 17 Jan 2025
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
AuditBench: A Benchmark for Large Language Models in Financial Statement Auditing
Rushi Wang, Jiateng Liu, Weijie Zhao, Shenglan Li, Denghui Zhang
- Published: 20 Dec 2024, Last Modified: 03 Jan 2025
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
DrugAgent: Automating AI-aided Drug Discovery Programming through LLM Multi-Agent Collaboration
Sizhe Liu, Yizhou Lu, Siyu Chen, Xiyang Hu, Jieyu Zhao, Tianfan Fu, Yue Zhao
- Published: 20 Dec 2024, Last Modified: 31 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Bridged Clustering: Learning across Unsupervised Datasets
Peixuan Ye, Yingtong Wu, Ellen Vitercik
- Published: 20 Dec 2024, Last Modified: 30 Jan 2025
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
LLMs Tackle Meta-Analysis: Automating Scientific Hypothesis Generation with Statistical Rigor
Tung-Wei Lin, Runing Yang, Zain ul Abdeen, Alberto Sangiovanni-Vincentelli, Haibo Huang, Ming Jin
- Published: 20 Dec 2024, Last Modified: 26 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
Reflection System for the Abstraction and Reasoning Corpus
Kiril Bikov, Mikel Bober-Irizar, Soumya Banerjee
- Published: 20 Dec 2024, Last Modified: 30 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
ResearchCodeAgent: An LLM Multi-Agent system for automated codification of research methodologies
Shubham Gandhi, Dhruv Bimal Shah, Manasi Patwardhan, Lovekesh Vig, Gautam Shroff
- Published: 20 Dec 2024, Last Modified: 30 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
What Would You Ask When You First Saw $a^2+b^2=c^2$? Evaluating LLM on Curiosity-Driven Questioning.
Shashidhar Reddy Javaji, Zining Zhu
- Published: 20 Dec 2024, Last Modified: 22 Dec 2024
- AI4Research @ AAAI 2025 Poster
- Readers: Everyone
AAAR-1.0: Assessing AI's Potential to Assist Research
Renze Lou, Hanzi Xu, Sijia Wang, Jiangshu Du, Ryo Kamoi, Xiaoxin Lu, Jian Xie, Yuxuan Sun, Yusen Zhang, Jihyun Janice Ahn, Hongchao Fang, Zhuoyang Zou, Wenchao Ma, Xi Li, Kai Zhang, Congying Xia, Lifu Huang, Wenpeng Yin
- Published: 20 Dec 2024, Last Modified: 26 Dec 2024
- AI4Research @ AAAI 2025 Oral
- Readers: Everyone