@inproceedings{ijcai2026p920, title = {What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness (Extended Abstract)}, author = {Cai, Yang and Kalavasis, Alkis and Mamali, Katerina and Mehrotra, Anay and Zampetakis, Manolis}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {8243--8248}, year = {2026}, month = {8}, note = {Sister Conferences Best Papers}, doi = {10.24963/ijcai.2026/920}, url = {https://doi.org/10.24963/ijcai.2026/920}, }