├── 7_tools.jpg ├── Readme.md ├── Readme_new.md ├── citation.md ├── formatter.py ├── images ├── STG-backups-FF-103.0.1 │ ├── auto-stg-backup-day-of-month-03@drive4ik.json │ └── auto-stg-backup-day-of-month-04@drive4ik.json └── STG-backups-FF-103.0 │ ├── auto-stg-backup-day-of-month-01@drive4ik.json │ └── auto-stg-backup-day-of-month-29@drive4ik.json ├── imgs ├── ALIGN-DEFORM-SUBTRACT:_AN_INTERVENTIONAL_FRAMEWORK_FOR_EXPLAINING_OBJECT_DIFFERENCES │ └── 52.png ├── ALIGN_DEFORM_SUBTRACT:_AN_INTERVENTIONAL_FRAMEWORK_FOR_EXPLAINING_OBJECT_DIFFERENCES │ └── 52.png ├── Adversarial_Visual_Robustness_by_Causal_Intervention │ ├── data_sample.png │ └── proposed_CIIV.png ├── Beyond_Trivial_Counterfactual_Explanations_with_Diverse_Valuable_Explanations │ └── dive.png ├── Born_Identity_Network:_Multi-way_Counterfactual_Map_Generation_to_Explain_a_Classifier’s_Decision │ ├── Enc_and_Dec.png │ └── full_structure.png ├── Born_Identity_Network:_Multi_way_Counterfactual_Map_Generation_to_Explain_a_Classifier’s_Decision │ ├── Enc_and_Dec.png │ └── full_structure.png ├── CD_CD.png ├── CD_ID.png ├── COIN:_Counterfactual_Image_Generation_for_VQA_Interpretation │ └── 32.png ├── COUNTERFACTUAL_GENERATIVE_NETWORKS │ └── 8.png ├── CX-ToM:_Counterfactual_Explanations_with_Theory-of-Mind_for_Enhancing_Human_Trust_in_Image_Recognition_Models │ ├── tom1.png │ ├── tom3.png │ └── tom4.png ├── CX_ToM:_Counterfactual_Explanations_with_Theory_of_Mind_for_Enhancing_Human_Trust_in_Image_Recognition_Models │ ├── tom1.png │ ├── tom3.png │ └── tom4.png ├── C_3_:_Compositional_Counterfactual_Constrastive_Learning_for_Video-grounded_Dialogues │ ├── 30.png │ └── 31.png ├── C_3_:_Compositional_Counterfactual_Constrastive_Learning_for_Video_grounded_Dialogues │ ├── 30.png │ └── 31.png ├── CausalAF__Causal_Autoregressive_Flow_for_Goal_Directed_Safety_Critical │ └── 39.png ├── CausalCity:_Complex_Simulations_with_Agency_for_Causal_Discovery_and_Reasoning │ └── 49.png ├── Causal_Attention_for_Unbiased_Visual_Recognition │ └── 24.png ├── Causal_Attention_for_Vision-Language_Tasks │ └── 23.png ├── Causal_Attention_for_Vision_Language_Tasks │ └── 23.png ├── Causal_Intervention_for_Object_Detection │ └── 33.png ├── Causal_Intervention_for_Subject-deconfounded_Facial_Action_Unit_Recognition │ └── 55.png ├── Causal_Intervention_for_Subject_deconfounded_Facial_Action_Unit_Recognition │ └── 55.png ├── Causal_Intervention_for_Weakly-Supervised_Semantic_Segmentation │ ├── 25.png │ └── 26.png ├── Causal_Intervention_for_Weakly_Supervised_Semantic_Segmentation │ ├── 25.png │ └── 26.png ├── Causal_affect_prediction_model_using_a_facial_image_sequence │ └── 47.png ├── Causality-aware_counterfactual_confounding_adjustment_for_feature_representations_learned_by_deep_models │ └── 18.png ├── Causality-inspired_Single-source_Domain_Generalization_for_Medical_Image_Segmentation │ └── 35.png ├── Causality_aware_counterfactual_confounding_adjustment_for_feature_representations_learned_by_deep_models │ └── 18.png ├── Causality_inspired_Single_source_Domain_Generalization_for_Medical_Image_Segmentation │ └── 35.png ├── CoCoX:_Generating_Conceptual_and_Counterfactual_Explanations_via_Fault-Lines │ ├── cocox.png │ ├── cocox1.png │ ├── cocox2.png │ └── cocox3.png ├── CoCoX:_Generating_Conceptual_and_Counterfactual_Explanations_via_Fault_Lines │ ├── cocox.png │ ├── cocox1.png │ ├── cocox2.png │ └── cocox3.png ├── Comprehensive_Knowledge_Distillation_with_Causal_Intervention │ └── 28.png ├── Confounder_Identification-free_Causal_Visual_Feature_Learning │ └── 27.png ├── Confounder_Identification_free_Causal_Visual_Feature_Learning │ └── 27.png ├── Contrastive_Counterfactual_Visual_Explanations_With_Overdetermination │ ├── overdetermination.png │ ├── overdetermination2.png │ ├── overdetermination3.png │ └── overdetermination4.png ├── Counterfactual Vision and Language Learning │ ├── differnce.png │ └── example.png ├── Counterfactual Vision-and-Language Navigation via Adversarial Path Sampler │ ├── algo.png │ ├── comparison.png │ └── framework.png ├── Counterfactual_Attention_Learning_for_Fine-Grained_Visual_Categorization_and_Re-identification │ └── 40.png ├── Counterfactual_Attention_Learning_for_Fine_Grained_Visual_Categorization_and_Re_identification │ └── 40.png ├── Counterfactual_Contrastive_Learning_for_Weakly-Supervised_Vision-Language_Grounding │ ├── 29.png │ └── architecture.png ├── Counterfactual_Contrastive_Learning_for_Weakly_Supervised_Vision_Language_Grounding │ ├── 29.png │ └── architecture.png ├── Counterfactual_Debiasing_Inference_for_Compositional_Action_Recognition │ └── 17.png ├── Counterfactual_Explanation_Based_on_Gradual_Construction_for_Deep_Networks │ ├── algo.png │ └── overview.png ├── Counterfactual_Explanation_and_Causal_Inference_In_Service_of_Robustness_in_Robot_Control │ └── struc_robot.png ├── Counterfactual_Explanation_of_Brain_Activity_Classifiers_using_Image-to-Image_Transfer_by_Generative_Adversarial_Network │ └── 37.png ├── Counterfactual_Explanation_of_Brain_Activity_Classifiers_using_Image_to_Image_Transfer_by_Generative_Adversarial_Network │ └── 37.png ├── Counterfactual_Samples_Synthesizing_and_Training_for_Robust_Visual_Question_Answering │ ├── css_algo.png │ └── flow.png ├── Counterfactual_Visual_Explanations │ ├── comb_perm.png │ ├── cut_paste.png │ └── feature_extraction.png ├── Counterfactual_Zero-Shot_and_Open-Set_Visual_Recognition │ ├── model_arch.png │ └── tsne-visuals.png ├── DeDUCE:_Generating_Counterfactual_Explanations_At_Scale │ ├── 3.png │ └── deduce.png ├── Deconfounded_Video_Moment_Retrieval_with_Causal_Intervention │ └── 20.png ├── Dependent_Multi-Task_Learning_with_Causal_Intervention_for_Image_Captioning │ └── 51.png ├── Dependent_Multi_Task_Learning_with_Causal_Intervention_for_Image_Captioning │ └── 51.png ├── Designing Counterfactual Generators using Deep Model Inversion │ ├── disc_example.png │ └── manifold.png ├── Discriminative_Attribution_from_Counterfactuals │ └── 6.png ├── Distilling_Causal_Effect_of_Data_in_Class-Incremental_Learning │ └── 36.png ├── Distilling_Causal_Effect_of_Data_in_Class_Incremental_Learning │ └── 36.png ├── Domain_Generalization_using_Causal_Matching │ └── 19.png ├── ECINN:_Efficient_Counterfactuals_from_Invertible_Neural_Networks │ └── ecinn.png ├── EXPLAINABLE_IMAGE_CLASSIFICATION_WITH_EVIDENCE_COUNTERFACTUAL │ ├── 4.png │ ├── evidence_counterfactual.png │ ├── evidence_counterfactual1.png │ └── evidence_counterfactual_2.png ├── EXTRACTING_CAUSAL_VISUAL_FEATURES_FOR_LIMITED_LABEL_CLASSIFICATION │ └── 50.png ├── Efficient_Counterfactual_Debiasing_for_Visual_Question_Answering │ └── 34.png ├── Explaining_the_Black-box_Smoothly-A_Counterfactual_Approach │ ├── bbs1.png │ ├── bbs2.png │ ├── bbs3.png │ └── bbs4.png ├── Explaining_the_Black_box_Smoothly_A_Counterfactual_Approach │ ├── bbs1.png │ ├── bbs2.png │ ├── bbs3.png │ └── bbs4.png ├── Explanatory_Paradigms_in_Neural_Networks │ └── 54.png ├── FINDING AND FIXING SPURIOUS PATTERNS WITH EXPLANATIONS │ ├── SPIRE.png │ ├── example.png │ └── splits.png ├── Fast_Real-time_Counterfactual_Explanations │ └── archi.png ├── Fast_Real_time_Counterfactual_Explanations │ └── archi.png ├── Free_Lunch_for_Co-Saliency_Detection:_Context_Adjustment │ └── 42.png ├── Free_Lunch_for_Co_Saliency_Detection:_Context_Adjustment │ └── 42.png ├── GANterfactual_-_Counterfactual_Explanations_for_Medical_Non-Experts_using_Generative_Adversarial_Learning │ └── 44.png ├── GANterfactual___Counterfactual_Explanations_for_Medical_Non_Experts_using_Generative_Adversarial_Learning │ └── 44.png ├── GENERATIVE_COUNTERFACTUAL_INTROSPECTION_FOR_EXPLAINABLE_DEEP_LEARNING │ └── generative_actionable_counterfactual_Explanation.png ├── Generating_Natural_Counterfactual_Visual_Explanations │ └── text_to_image.png ├── Generative_Counterfactuals_for_Neural_Networks_via_Attribute_Informed_Perturbations │ ├── aip.png │ ├── aip1.png │ └── aip2.png ├── How_Should_Pre-Trained_Language_Models_Be_Fine-Tuned_Towards_Adversarial_Robustness │ ├── rift_algo.png │ └── rift_objective.png ├── How_Should_Pre-Trained_Language_Models_Be_Fine-Tuned_Towards_Adversarial_Robustness? │ ├── rift_algo.png │ └── rift_objective.png ├── How_Should_Pre_Trained_Language_Models_Be_Fine_Tuned_Towards_Adversarial_Robustness │ ├── rift_algo.png │ └── rift_objective.png ├── How_Well_do_Feature_Visualizations_Support_Causal_Understanding_of_CNN_Activations │ └── 38.png ├── How_Well_do_Feature_Visualizations_Support_Causal_Understanding_of_CNN_Activations? │ └── 38.png ├── Improving_Users’_Mental_Model_with_Attention-directed_Counterfactual_Edits │ └── 41.png ├── Improving_Users’_Mental_Model_with_Attention_directed_Counterfactual_Edits │ └── 41.png ├── Improving_Weakly_supervised_Object_Localization_via_Causal_Intervention │ └── 7.png ├── Intervention_Video_Relation_Detection │ └── 21.png ├── Interventional_Video_Grounding_with_Dual_Contrastive_Learning │ ├── 13.png │ └── 14.png ├── Introspective Distillation for Robust Question Answering │ └── training_paradigm.png ├── Latent_Space_Explanation_by_Intervention │ └── lsei.png ├── Learn-Explain-Reinforce:_Counterfactual_Reasoning_and_Its_Guidance_to_Reinforce_an_Alzheimer’s_Disease_Diagnosis_Model │ └── 46.png ├── Learn_Explain_Reinforce:_Counterfactual_Reasoning_and_Its_Guidance_to_Reinforce_an_Alzheimer’s_Disease_Diagnosis_Model │ └── 46.png ├── Learning_Domain_Invariant_Relationship_with_Instrumental_Variable_for_Domain_Generalization │ └── 16.png ├── Learning_to_Contrast_the_Counterfactual_Samples_for_Robust_Visual_Question_Answering │ └── 9.png ├── Model-Based_Counterfactual_Synthesizer_for_Interpretation │ └── 5.png ├── Model_Based_Counterfactual_Synthesizer_for_Interpretation │ └── 5.png ├── Proactive_Pseudo-Intervention:_Contrastive_Learning_For_Interpretable_Vision_Models │ └── 12.png ├── Proactive_Pseudo_Intervention:_Contrastive_Learning_For_Interpretable_Vision_Models │ └── 12.png ├── Question-Conditioned Counterfactual Image Generation for VQA │ ├── architecture_diag.png │ └── example_img.png ├── SCOUT:_Self-aware_Discriminant_Counterfactual_Explanations │ └── model_structure.png ├── SCOUT:_Self_aware_Discriminant_Counterfactual_Explanations │ └── model_structure.png ├── SID.png ├── SID_eqn.png ├── TSMOBN_GENERALIZATION_FOR_UNSEEN_CLIENTS_IN_FEDERATED_LEARNING │ └── 15.png ├── Towards_Unbiased_Visual_Emotion_Recognition_via_Causal_Intervention │ └── 11.png ├── Training_calibration‐based_counterfactual_explainers_for_deep_learning │ └── struc.png ├── Translational_Lung_Imaging_Analysis_Through_Disentangled_Representations │ └── 53.png ├── Transporting_Causal_Mechanisms_for_Unsupervised_Domain_Adaptation │ ├── c_graph_chracteristic.png │ └── k_functions.png ├── Unbiased Scene Graph Generation from Biased Training │ ├── counterfactual_examples.png │ ├── scene_graph.png │ └── train_flow.png ├── Using_Causal_Analysis_for_Conceptual_Deep_Learning_Explanation │ └── 45.png ├── Visual_Commonsense_R-CNN │ └── 22.png ├── Visual_Commonsense_R_CNN │ └── 22.png ├── Weakly-Supervised_Video_Object_Grounding_via_Causal_Intervention │ └── 10.png ├── Weakly_Supervised_Video_Object_Grounding_via_Causal_Intervention │ └── 10.png ├── When_causal_interevention_meets_adversarial_examples_and_image_masking_for_deep_nns │ ├── causal_flow.png │ └── framework.png ├── casual_gan_1.png ├── casual_gan_2.png ├── causalgan.png ├── causalgan_architecture.png ├── cleverr_collision_events │ ├── distribution.png │ └── example.png ├── counterfactual_generative_zeros_shot_semantic_segmentation │ └── flow_diagram.png ├── counterfactual_vqa_a_causal_effect_at_language_bias │ └── cf-vqa_diag.png ├── 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