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2020 – today
- 2025
[c9]Siheng Xiong, Ali Payani, Yuan Yang, Faramarz Fekri:
Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model. ACL (1) 2025: 31900-31931- [c8]Longxuan Yu, Delin Chen, Siheng Xiong, Qingyang Wu, Dawei Li, Zhikai Chen, Xiaoze Liu, Liangming Pan:
CausalEval: Towards Better Causal Reasoning in Language Models. NAACL (Long Papers) 2025: 12512-12540 - [c7]Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri:
Lossy Semantic Communication for the Logical Deduction of the State of the World. WCNC 2025: 1-6 - [i18]Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri:
DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis. CoRR abs/2502.05744 (2025) - [i17]Siheng Xiong, Jieyu Zhou, Zhangding Liu, Yusen Su:
SymPlanner: Deliberate Planning in Language Models with Symbolic Representation. CoRR abs/2505.01479 (2025) - [i16]Mo Sun, Siheng Xiong, Yuankai Cai, Bowen Zuo:
Positional Attention for Efficient BERT-Based Named Entity Recognition. CoRR abs/2505.01868 (2025) - [i15]Yiwen Lu, Siheng Xiong, Zhaowei Li:
Automated Sentiment Classification and Topic Discovery in Large-Scale Social Media Streams. CoRR abs/2505.01883 (2025) - [i14]Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri:
Analysis of Semantic Communication for Logic-based Hypothesis Deduction. CoRR abs/2508.21755 (2025) - [i13]Siheng Xiong, Ali Payani, Faramarz Fekri:
Enhancing Long Chain-of-Thought Reasoning through Multi-Path Plan Aggregation. CoRR abs/2510.11620 (2025) - [i12]Siheng Xiong, Joe Zou, Faramarz Fekri, Yae Jee Cho:
Long-Context Modeling with Dynamic Hierarchical Sparse Attention for On-Device LLMs. CoRR abs/2510.24606 (2025) - 2024
- [c6]Siheng Xiong, Yuan Yang, Ali Payani, James Clayton Kerce, Faramarz Fekri:
TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning. AAAI 2024: 16112-16119 - [c5]Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi
, Faramarz Fekri:
Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation. ACL (1) 2024: 6942-6959 - [c4]Siheng Xiong, Ali Payani, Ramana Kompella, Faramarz Fekri:
Large Language Models Can Learn Temporal Reasoning. ACL (1) 2024: 10452-10470 - [c3]Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri:
Can LLMs Reason in the Wild with Programs? EMNLP (Findings) 2024: 9806-9829 - [c2]Yuan Yang, Siheng Xiong, Ali Payani, James Clayton Kerce, Faramarz Fekri:
Temporal Inductive Logic Reasoning over Hypergraphs. IJCAI 2024: 3613-3621 - [i11]Siheng Xiong, Ali Payani, Ramana Kompella, Faramarz Fekri:
Large Language Models Can Learn Temporal Reasoning. CoRR abs/2401.06853 (2024) - [i10]Ahmet Faruk Saz, Siheng Xiong, Yashas Malur Saidutta, Faramarz Fekri:
Model-Theoretic Logic for Mathematical Theory of Semantic Information and Communication. CoRR abs/2401.17556 (2024) - [i9]Siheng Xiong, Yuan Yang, Faramarz Fekri, James Clayton Kerce:
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs. CoRR abs/2402.12309 (2024) - [i8]Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri:
Can LLMs Reason in the Wild with Programs? CoRR abs/2406.13764 (2024) - [i7]Yuan Yang, Siheng Xiong, Ehsan Shareghi, Faramarz Fekri:
The Compressor-Retriever Architecture for Language Model OS. CoRR abs/2409.01495 (2024) - [i6]Ahmet Faruk Saz, Siheng Xiong, Faramarz Fekri:
Lossy Semantic Communication for the Logical Deduction of the State of the World. CoRR abs/2410.01676 (2024) - [i5]Siheng Xiong, Ali Payani, Yuan Yang, Faramarz Fekri:
Deliberate Reasoning for LLMs as Structure-aware Planning with Accurate World Model. CoRR abs/2410.03136 (2024) - [i4]Siheng Xiong, Delin Chen, Qingyang Wu, Longxuan Yu, Qingzhen Liu, Dawei Li, Zhikai Chen, Xiaoze Liu, Liangming Pan:
Improving Causal Reasoning in Large Language Models: A Survey. CoRR abs/2410.16676 (2024) - 2023
- [c1]Siheng Xiong, Yuan Yang, Faramarz Fekri, James Clayton Kerce:
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs. ICLR 2023 - [i3]Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri:
Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation. CoRR abs/2305.15541 (2023) - [i2]Siheng Xiong, Yuan Yang, Ali Payani, James Clayton Kerce, Faramarz Fekri:
TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning. CoRR abs/2312.15816 (2023) - 2022
- [i1]Yuan Yang, Siheng Xiong, James Clayton Kerce, Faramarz Fekri:
Temporal Inductive Logic Reasoning. CoRR abs/2206.05051 (2022) - 2020
- [j1]Siheng Xiong, Yadong Liu, Jian Fang, Jindun Dai, Lingen Luo, Xiuchen Jiang:
Incipient Fault Identification in Power Distribution Systems via Human-Level Concept Learning. IEEE Trans. Smart Grid 11(6): 5239-5248 (2020) - [d1]Siheng Xiong:
data.zip. IEEE DataPort, 2020
Coauthor Index
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