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NS-VQA (1K programs)
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Neural-Symbolic VQA: Disentangling Reasoning from…
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99.80
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2018-10-04
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MDETR
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MDETR -- Modulated Detection for End-to-End Multi…
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99.70
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2021-04-26
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NeSyCoCo
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NeSyCoCo: A Neuro-Symbolic Concept Composer for C…
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99.70
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2024-12-20
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OCCAM (ours)
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Interpretable Visual Reasoning via Induced Symbol…
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99.40
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2020-11-23
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TbD + reg + hres
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Transparency by Design: Closing the Gap Between P…
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99.10
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2018-03-14
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NS-CL
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The Neuro-Symbolic Concept Learner: Interpreting …
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98.90
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2019-04-26
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MAC
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Compositional Attention Networks for Machine Reas…
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98.90
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2018-03-08
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CNN + LSTM + RN + HAN
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Learning Visual Question Answering by Bootstrappi…
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98.80
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2018-08-01
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DDRprog*
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DDRprog: A CLEVR Differentiable Dynamic Reasoning…
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98.30
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2018-03-30
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single-hop + LCGN (ours)
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Language-Conditioned Graph Networks for Relationa…
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97.90
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2019-05-10
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CNN+GRU+FiLM
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FiLM: Visual Reasoning with a General Conditionin…
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97.70
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2017-09-22
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XNM-Det supervised
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Explainable and Explicit Visual Reasoning over Sc…
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97.70
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2018-12-05
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IEP-700K
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Inferring and Executing Programs for Visual Reaso…
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96.90
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2017-05-10
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CNN + LSTM + RN
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A simple neural network module for relational rea…
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95.50
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2017-06-05
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QGHC+Att+Concat
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Question-Guided Hybrid Convolution for Visual Que…
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65.90
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2018-08-08
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