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floodsung / Deep-Reasoning-Papers

Recent Papers including Neural Symbolic Reasoning, Logical Reasoning, Visual Reasoning, planning and any other topics connecting deep learning and reasoning
MIT License
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Please add Bongard-HOI and RelViT #4

Open jeasinema opened 2 years ago

jeasinema commented 2 years ago

Hi,

Thanks for making this learning list and indeed I learned a lot. Just want to share some of our recent work on visual reasoning and I hope they could help this community through your platform:

Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions (CVPR 2022, oral) arxiv | code In this work, we create a new dataset for few-shot visual reasoning with HOI concepts. It introduces great challenges to the state-of-the-art few-shot learners but seems straightforward for humans.

RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning (ICLR 2022) arxiv | code In this work, we explore vision transformers for many visual relational reasoning tasks, including HICO and GQA. We further introduce concept-guided contrastive learning that helps these models master visual reasoning without massive pertaining or extra training data.

jeasinema commented 2 years ago

PR created https://github.com/floodsung/Deep-Reasoning-Papers/pull/5. PTAL, thanks!