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Reasoning
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Reasoning
WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation
Understanding diverse web data and automating web development presents an exciting challenge for agentic AI. While existing benchmarks …
Rabiul Awal
,
Mahsa Massoud
,
Zichao Li
,
Aarash Feizi
,
Suyuchen Wang
,
Christopher Pal
,
Aishwarya Agrawal
,
David Vazquez
,
Siva Reddy
,
Juan A. Rodriguez
,
Perouz Taslakian
,
Sai Rajeswar Mudumba
Workshop at the Computer Vision and Pattern Recognition Conference (CVPR), 2025.
PDF
Citation
WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation
Understanding diverse web data and automating web development presents an exciting challenge for agentic AI. While existing benchmarks …
Rabiul Awal
,
Mahsa Massoud
,
Zichao Li
,
Aarash Feizi
,
Suyuchen Wang
,
Christopher Pal
,
Aishwarya Agrawal
,
David Vazquez
,
Siva Reddy
,
Juan A. Rodriguez
,
Perouz Taslakian
,
Spandana Gella
,
Sai Rajeswar Mudumba
Workshop at the International Conference of Learning Representation (ICLR), 2025.
PDF
Citation
Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning
Decoder-only Transformers often struggle with complex reasoning tasks, particularly arithmetic reasoning requiring multiple sequential …
Md Rifat Arefin
,
Gopeshh Subbaraj
,
Nicolas Gontier
,
Yann LeCun
,
Irina Rish
,
Ravid Shwartz-Ziv
,
Christopher Pal
International Conference of Learning Representations (ICLR), 2025.
PDF
Citation
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Evaluating Interventional Reasoning Capabilities of Large Language Models
Numerous decision-making tasks require estimating causal effects under interventions on different parts of a system. As practitioners …
Tejas Kasetty
,
Divyat Mahajan
,
Gintare Karolina Dziugaite
,
Alexandre Drouin
,
Dhanya Sridhar
Workshop at the Neural Information Processing Systems (NeurIPS), 2024.
PDF
Citation
Are Diffusion Models Vision-And-Language Reasoners?
Text-conditioned image generation models have recently shown immense qualitative success using denoising diffusion processes. However, …
Benno Krojer
,
Elinor Poole-Dayan
,
Vikram Voleti
,
Christopher Pal
,
Siva Reddy
Conference on Neural Information Processing Systems (NeurIPS), 2023.
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Citation
Code
Egocentric Planning for Scalable Embodied Task Achievement
Embodied agents face significant challenges when tasked with performing actions in diverse environments, particularly in generalizing …
Xiaotian Liu
,
Hector Palacios
,
Christian Muise
Conference on Neural Information Processing Systems (NeurIPS), 2023.
PDF
Citation
Explaining Graph Neural Networks Using Interpretable Local Surrogates
We propose an interpretable local surrogate (ILS) method for understanding the predictions of black-box graph models. Explainability …
Perouz Taslakian
,
Guillaume Rabusseau
,
Farzaneh Heidari
Workshop at the International Conference on Machine Learning (ICML), 2023.
PDF
Citation
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning
Imagination is a crucial aspect of human intelligence that enables us to combine concepts in novel ways and make sense of new …
Rim Assouel
,
Pau Rodriguez
,
Perouz Taslakian
,
David Vazquez
,
Yoshua Bengio
Workshop at the International Conference on Machine Learning (ICML), 2023.
PDF
Citation
Knowledge Hypergraph Embedding Meets Relational Algebra
Embedding-based methods for reasoning in knowledge hypergraphs learn a representation for each entity and relation. Current methods do …
Bahare Fatemi
,
Perouz Taslakian
,
David Vazquez
,
David Poole
Journal of Machine Learning Research (JMLR), 2023.
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Citation
Code
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests
Different types of mental rotation tests have been used extensively in psychology to understand human visual reasoning and perception. …
Christopher Beckham
,
Martin Weiss
,
Florian Golemo
,
Sina Honari
,
Derek Nowrouzezahrai
,
Christopher Pal
Pattern Recognition (PR), 2022.
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