| 2026 | WCNC | On the Theory of Semantic Information and Communication for Logical Inference. | Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri |
| 2025 | ACL | Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model. | Siheng Xiong, Ali Payani, Yuan Yang, Faramarz Fekri |
| 2025 | GLOBECOM | Analysis of Semantic Communication for Logic-based Hypothesis Deduction. | Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri |
| 2025 | NAACL | CausalEval: Towards Better Causal Reasoning in Language Models. | Longxuan Yu, Delin Chen, Siheng Xiong, Qingyang Wu, Dawei Li, Zhikai Chen, Xiaoze Liu, Liangming Pan |
| 2025 | WCNC | Lossy Semantic Communication for the Logical Deduction of the State of the World. | Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri |
| 2024 | AAAI | TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning. | Siheng Xiong, Yuan Yang, Ali Payani, James Clayton Kerce, Faramarz Fekri |
| 2024 | ACL | Large Language Models Can Learn Temporal Reasoning. | Siheng Xiong, Ali Payani, Ramana Kompella, Faramarz Fekri |
| 2024 | ACL | Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation. | Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri |
| 2024 | EMNLP | Can LLMs Reason in the Wild with Programs? | Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri |
| 2024 | IJCAI | Temporal Inductive Logic Reasoning over Hypergraphs. | Yuan Yang, Siheng Xiong, Ali Payani, James Clayton Kerce, Faramarz Fekri |
| 2023 | ICLR | TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs. | Siheng Xiong, Yuan Yang, Faramarz Fekri, James Clayton Kerce |