Research Papers
A collection of my research papers and publications in AI, machine learning, and scientific discovery.
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MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility
Published: at 02:00 AMMLReplicate is an end-to-end benchmark evaluating autonomous research systems on machine learning reproducibility, constructed from ICML 2025 outstanding papers and assessing 6 state-of-the-art AI research systems.
research AI LLM Benchmarking -
AISSISTANT: Human-AI Collaborative Review and Perspective Research Workflows in Data Science
Published: at 01:00 AMAIssistant is the first open-source agentic framework for Human-AI collaborative generation of scientific perspectives and review research in data science. Accepted to PAKDD 2026 - Hong Kong, China.
research AI LLM Research Workflows -
Towards AI-Supported Research: a Vision of the TIB AIssistant
Published: at 01:00 AMA vision paper on the TIB AIssistant, a domain-agnostic human-machine collaborative platform designed to support researchers across disciplines in scientific discovery.
research AI Research Support LLM -
Comparative Evaluation of Pretrained Transfer Learning Models on Automatic Short Answer Grading
Published: at 02:00 AMA comparative study evaluating pretrained transfer learning models (ELMo, BERT, GPT, GPT-2) for automatic short answer grading using semantic embeddings.
research NLP Transfer Learning BERT