{"url":"/task/counterfactual-reasoning","name":"Counterfactual Reasoning","slug":"counterfactual-reasoning","description_markdown":null,"categories":[],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":219,"papers_with_code":97,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":0},"benchmarks":[],"datasets":[{"url":"/dataset/vinoground","name":"Vinoground","full_name":"","num_papers_in_archive":17},{"url":"/dataset/accord-csqa-0-5","name":"ACCORD CSQA 0-5","full_name":"","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":30,"of":97,"tagged_in_all":219,"items":[{"url":"/paper/counterfactual-phenotyping-with-censored-time","title":"Counterfactual Phenotyping with Censored Time-to-Events","date":"2022-02-22","arxiv_id":"2202.11089","repositories_listed":3,"syntology":null},{"url":"/paper/explaining-by-removing-a-unified-framework","title":"Explaining by Removing: A Unified Framework for Model Explanation","date":"2020-11-21","arxiv_id":"2011.14878","repositories_listed":3,"syntology":null},{"url":"/paper/reward-machines-exploiting-reward-function","title":"Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning","date":"2020-10-06","arxiv_id":"2010.03950","repositories_listed":3,"syntology":null},{"url":"/paper/social-influence-as-intrinsic-motivation-for","title":"Social Influence as Intrinsic Motivation for Multi-Agent Deep Reinforcement Learning","date":"2018-10-19","arxiv_id":"1810.08647","repositories_listed":3,"syntology":null},{"url":"/paper/afbt-gan-enhanced-explainability-and","title":"GCAN: Generative Counterfactual Attention-guided Network for Explainable Cognitive Decline Diagnostics based on fMRI Functional Connectivity","date":"2024-03-04","arxiv_id":"2403.01758","repositories_listed":2,"syntology":null},{"url":"/paper/do-we-fully-understand-students-knowledge","title":"Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing","date":"2023-08-15","arxiv_id":"2308.07779","repositories_listed":2,"syntology":null},{"url":"/paper/reasoning-about-counterfactuals-to-improve","title":"Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learning","date":"2022-03-03","arxiv_id":"2203.01855","repositories_listed":2,"syntology":null},{"url":"/paper/cold-decoding-energy-based-constrained-text","title":"COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics","date":"2022-02-23","arxiv_id":"2202.11705","repositories_listed":2,"syntology":{"n":6,"n_ran":1,"n_unverified":5,"n_pointer_only":0}},{"url":"/paper/counterfactual-explainable-recommendation","title":"Counterfactual Explainable Recommendation","date":"2021-08-24","arxiv_id":"2108.10539","repositories_listed":2,"syntology":null},{"url":"/paper/long-tailed-classification-by-keeping-the-1","title":"Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect","date":"2020-09-28","arxiv_id":"2009.12991","repositories_listed":2,"syntology":{"n":2,"n_ran":2,"n_unverified":0,"n_pointer_only":2}},{"url":"/paper/transformers-as-soft-reasoners-over-language","title":"Transformers as Soft Reasoners over Language","date":"2020-02-14","arxiv_id":"2002.05867","repositories_listed":2,"syntology":{"n":6,"n_ran":0,"n_unverified":6,"n_pointer_only":0}},{"url":"/paper/think-before-you-simulate-symbolic-reasoning-1","title":"Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering","date":"2025-06-12","arxiv_id":"2506.10753","repositories_listed":1,"syntology":null},{"url":"/paper/diffusion-counterfactual-generation-with","title":"Diffusion Counterfactual Generation with Semantic Abduction","date":"2025-06-09","arxiv_id":"2506.07883","repositories_listed":1,"syntology":{"n":9,"n_ran":0,"n_unverified":9,"n_pointer_only":0}},{"url":"/paper/2506-05188","title":"Counterfactual reasoning: an analysis of in-context emergence","date":"2025-06-05","arxiv_id":"2506.05188","repositories_listed":1,"syntology":{"n":16,"n_ran":5,"n_unverified":11,"n_pointer_only":0}},{"url":"/paper/causal-cartographer-from-mapping-to-reasoning","title":"Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds","date":"2025-05-20","arxiv_id":"2505.14396","repositories_listed":1,"syntology":null},{"url":"/paper/beyond-the-known-decision-making-with","title":"Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer","date":"2025-05-14","arxiv_id":"2505.09114","repositories_listed":1,"syntology":null},{"url":"/paper/exogenous-isomorphism-for-counterfactual","title":"Exogenous Isomorphism for Counterfactual Identifiability","date":"2025-05-04","arxiv_id":"2505.02212","repositories_listed":1,"syntology":{"n":1,"n_ran":1,"n_unverified":0,"n_pointer_only":1}},{"url":"/paper/a-causal-framework-to-measure-and-mitigate","title":"A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination","date":"2025-03-28","arxiv_id":"2503.22454","repositories_listed":1,"syntology":null},{"url":"/paper/neutralizing-bias-in-llm-reasoning-using","title":"Neutralizing Bias in LLM Reasoning using Entailment Graphs","date":"2025-03-14","arxiv_id":"2503.11614","repositories_listed":1,"syntology":null},{"url":"/paper/controllable-sequence-editing-for","title":"Controllable Sequence Editing for Biological and Clinical Trajectories","date":"2025-02-05","arxiv_id":"2502.03569","repositories_listed":1,"syntology":{"n":3,"n_ran":1,"n_unverified":2,"n_pointer_only":3}},{"url":"/paper/counterfactual-situation-testing-from-single","title":"Counterfactual Situation Testing: From Single to Multidimensional Discrimination","date":"2025-02-03","arxiv_id":"2502.01267","repositories_listed":1,"syntology":null},{"url":"/paper/occludenet-a-causal-journey-into-mixed-view","title":"OccludeNet: A Causal Journey into Mixed-View Actor-Centric Video Action Recognition under Occlusions","date":"2024-11-24","arxiv_id":"2411.15729","repositories_listed":1,"syntology":null},{"url":"/paper/counterfactual-generation-from-language","title":"Gumbel Counterfactual Generation From Language Models","date":"2024-11-11","arxiv_id":"2411.07180","repositories_listed":1,"syntology":{"n":3,"n_ran":3,"n_unverified":0,"n_pointer_only":3}},{"url":"/paper/causal-responsibility-attribution-for-human","title":"Causal Responsibility Attribution for Human-AI Collaboration","date":"2024-11-05","arxiv_id":"2411.03275","repositories_listed":1,"syntology":null},{"url":"/paper/towards-robust-text-classification-mitigating","title":"Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective","date":"2024-11-01","arxiv_id":"2411.01045","repositories_listed":1,"syntology":null},{"url":"/paper/causality-enhanced-behavior-sequence-modeling","title":"Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation","date":"2024-10-30","arxiv_id":"2410.22809","repositories_listed":1,"syntology":null},{"url":"/paper/causadv-a-causal-based-framework-for","title":"CausAdv: A Causal-based Framework for Detecting Adversarial Examples","date":"2024-10-29","arxiv_id":"2411.00839","repositories_listed":1,"syntology":null},{"url":"/paper/rethinking-visual-counterfactual-explanations","title":"Rethinking Visual Counterfactual Explanations Through Region Constraint","date":"2024-10-16","arxiv_id":"2410.12591","repositories_listed":1,"syntology":null},{"url":"/paper/mitigating-modality-prior-induced","title":"Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality","date":"2024-10-07","arxiv_id":"2410.04780","repositories_listed":1,"syntology":{"n":5,"n_ran":2,"n_unverified":3,"n_pointer_only":0}},{"url":"/paper/cradle-vae-enhancing-single-cell-gene","title":"CRADLE-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement","date":"2024-09-09","arxiv_id":"2409.05484","repositories_listed":1,"syntology":null}],"syntology_records":9,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}