LLM-Enhanced Energy Contrastive Learning for Out-of-Distribution Detection in Text-Attributed Graphs

Xiaoxu Ma, Dong Li 0034, Minglai Shao 0001, Xintao Wu, Chen Zhao 0010. LLM-Enhanced Energy Contrastive Learning for Out-of-Distribution Detection in Text-Attributed Graphs. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 24308-24316, AAAI Press, 2026. [doi]

@inproceedings{MaLSWZ26,
  title = {LLM-Enhanced Energy Contrastive Learning for Out-of-Distribution Detection in Text-Attributed Graphs},
  author = {Xiaoxu Ma and Dong Li 0034 and Minglai Shao 0001 and Xintao Wu and Chen Zhao 0010},
  year = {2026},
  doi = {10.1609/aaai.v40i29.39611},
  url = {https://doi.org/10.1609/aaai.v40i29.39611},
  researchr = {https://researchr.org/publication/MaLSWZ26},
  cites = {0},
  citedby = {0},
  pages = {24308-24316},
  booktitle = {Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026},
  editor = {Sven Koenig and Chad Jenkins and Matthew E. Taylor},
  publisher = {AAAI Press},
  isbn = {978-1-57735-906-7},
}