- TACL 2024 [Causal Inference in Natural Language Processing- Estimation, Prediction, Interpretation and Beyond] (https://aclanthology.org/2022.tacl-1.66/)
- Blog Adjustment (Frontdoor, Backdoor)
- Survey [The Odyssey of Commonsense Causality:From Foundational Benchmarks to Cutting-Edge Reasoning] (https://arxiv.org/pdf/2406.19307)
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ICLR 2024 [CAN LARGE LANGUAGE MODELS INFER CAUSATION FROM CORRELATION] (https://arxiv.org/abs/2306.05836)
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NIPS 2023 [CLADDER: Assessing Causal Reasoning in Language Models] (https://arxiv.org/abs/2312.04350)
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ACL 2023 [A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models] (https://arxiv.org/abs/2210.12023)
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Blog [Do causal predictors generalize better to new domains?] (https://www.aimodels.fyi/papers/arxiv/do-causal-predictors-generalize-better-to-new)
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NIPS 2021 [A Causal Lens for Controllable Text Generation] (https://arxiv.org/abs/2201.09119)
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COLING 2022 [Causal Intervention Improves Implicit Sentiment Analysis] (https://arxiv.org/abs/2208.09329)
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AAAI 2021 [Time Series Domain Adaptation via Sparse Associative Structure Alignment] (https://arxiv.org/abs/2012.11797)
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Arxiv 2024 [On the Causal Nature of Sentiment Analysis] (https://arxiv.org/abs/2404.11055)
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AAAI 2024 [Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples] (https://arxiv.org/abs/2312.13628)
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NAACL [Original or Translated? A Causal Analysis of the Impact of Translationese on Machine Translation Performance] (https://arxiv.org/abs/2205.02293)
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AAAI 2024 [Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants] (https://arxiv.org/abs/2312.11934)
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ACL 2024 [CAUSALCITE: A Causal Formulation of Paper Citations] (https://arxiv.org/abs/2311.02790)
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COLING 2022 [Incorporating Causal Analysis into Diversified and Logical Response Generation] (https://aclanthology.org/2022.coling-1.30v2.pdf)
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ACL 2024 [DINER- Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference] (https://arxiv.org/abs/2403.01166)
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ACL 2023 [Causal Intervention and Counterfactual Reasoning for Multi-modal Fake News Detection] (https://aclanthology.org/2023.acl-long.37/)
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CVPR 2024 [CaDeT- a Causal Disentanglement Approach for Robust Trajectory Prediction in Autonomous Driving] (https://openaccess.thecvf.com/content/CVPR2024/papers/Pourkeshavarz_CaDeT_a_Causal_Disentanglement_Approach_for_Robust_Trajectory_Prediction_in_CVPR_2024_paper.pdf)
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Information Fusion [AtCAF- Attention-based causality-aware fusion network for multimodal sentiment analysis] (https://www.sciencedirect.com/science/article/pii/S1566253524005037)
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CVPR 2023 [Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering] (https://openaccess.thecvf.com/content/CVPR2023/papers/Zang_Discovering_the_Real_Association_Multimodal_Causal_Reasoning_in_Video_Question_CVPR_2023_paper.pdf)
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EMNLP 2022 [Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition] (https://aclanthology.org/2022.emnlp-main.236/)
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ACL 2023 [Causal Intervention for Mitigating Name Bias in Machine Reading Comprehension] (https://aclanthology.org/2023.findings-acl.812/)
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ACL 2021 [De-biasing distantly supervised named entity recognition via causal intervention] (https://arxiv.org/abs/2106.09233)
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AAAI 2024 [Causal walk: Debiasing multi-hop fact verification with front-door adjustment] (https://arxiv.org/abs/2403.02698)
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CVPR 2022 [Show, deconfound and tell: Image captioning with causal inference] (https://openaccess.thecvf.com/content/CVPR2022/papers/Liu_Show_Deconfound_and_Tell_Image_Captioning_With_Causal_Inference_CVPR_2022_paper.pdf)
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SIGKDD 2021 [Causal understanding of fake news dissemination on social media] (https://arxiv.org/pdf/2010.10580)
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CVPR 2022 [Show, Deconfound and Tell: Image Captioning with Causal Inference] (https://openaccess.thecvf.com/content/CVPR2022/papers/Liu_Show_Deconfound_and_Tell_Image_Captioning_With_Causal_Inference_CVPR_2022_paper.pdf))
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CVPR 2021 [Causal attention for vision-language tasks] (https://arxiv.org/abs/2103.03493)
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EMNLP 2024 [The Causal Influence of Grammatical Gender on Distributional Semantics] (https://arxiv.org/pdf/2311.18567)
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CVPR 2024 [Causal-CoG- A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models] (https://arxiv.org/abs/2312.06685)
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ACL 2022 [How pre-trained language models capture factual knowledge? a causal-inspired analysis] (https://arxiv.org/abs/2203.16747)