ServiceNow AI Research

Neural Information Processing Systems (NeurIPS), 2024


Date
Dec 9, 2024 — Dec 15, 2024
Event
2024 NeurIPS
Website
https://neurips.cc/Conferences/2024
Submission Deadline
May 22, 2024
Final Decision Date
Sep 25, 2024
Location
Vancouver, BC, Canada

Publications

Multimodal foundation world models for generalist embodied agents. Pietro Mazzaglia, Tim Verbelen, Bart Dhoedt, Aaron Courville, Sai Rajeswar Mudumba. At Neural Information Processing Systems (NeurIPS),  2024.

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Expecting The Unexpected: Towards Broad Out-Of-Distribution Detection. Charles Guille-Escuret, Pierre-André Noël, Ioannis Mitliagkas, David Vazquez, João Monteiro. At NeurIPS Datasets and Benchmarks Track (NeurIPS Datasets),  2024.

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RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content. João Monteiro, Pierre-André Noël, Étienne Marcotte, Sai Rajeswar Mudumba, Valentina Zantedeschi, David Vazquez, Nicolas Chapados, Christopher Pal, Perouz Taslakian. At NeurIPS Datasets and Benchmarks Track (NeurIPS Datasets),  2024.

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WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks. Léo Boisvert, Megh Thakkar, Maxime Gasse, Massimo Caccia, Thibault Le Sellier De Chezelles, Quentin Cappart, Nicolas Chapados, Alexandre Lacoste, Alexandre Drouin. At NeurIPS Datasets and Benchmarks Track (NeurIPS Datasets),  2024.

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AgentMerge: Enhancing Generalization in Fine-Tuned LLM Agents. Megh Thakkar, Léo Boisvert, Thibault Le Sellier De Chezelles, Alexandre Piche, Maxime Gasse, Alexandre Lacoste, Massimo Caccia. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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BigDocs: A Permissively-Licensed Dataset for Training Vision-Language Models on Document and Code Tasks. Juan A. Rodriguez, Xiangru Jian, Siba Smarak Panigrahi, Tianyu Zhang, Aarash Feizi, Abhay Puri, Akshay Kalkunte, Francois Savard, Amirhossein Abaskohi, Ahmed Masry, Shravan Nayak, Mahsa Massoud, Rabiul Awal, Pierre-André Noël, Mats L. Richter, Saverio Vadacchino, Shubham Agarwal, Sanket Biswas, Ying Zhang, Sathwik Tejaswi Madhusudhan, João Monteiro, Krishnamurthy (Dj) Dvijotham, Torsten Scholak, Nicolas Chapados, Sean Hughes, Tamer Özsu, Aishwarya Agrawal, Marco Pedersoli, Christopher Pal, Perouz Taslakian, David Vazquez, Issam H. Laradji, Spandana Gella, Sai Rajeswar Mudumba. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks. Issam H. Laradji, Amrutha Ramesh, Mark Schmidt. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Context is Key: A Benchmark for Forecasting with Essential Textual Information. Andrew Williams, Arjun Ashok, Étienne Marcotte, Valentina Zantedeschi, Jithendaraa Subramanian, Roland Riachi, James Requeima, Alexandre Lacoste, Irina Rish, Nicolas Chapados, Alexandre Drouin. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Evaluating Interventional Reasoning Capabilities of Large Language Models. Tejas Kasetty, Divyat Mahajan, Gintare Karolina Dziugaite, Alexandre Drouin, Dhanya Sridhar. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Fast Convergence of Softmax Policy Mirror Ascent for Bandits & Tabular MDPs. Issam H. Laradji, Reza Asad, Sharan Vaswani. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Fine-Tuning Web Agents: It Works, But It's Trickier Than You Think. Massimo Caccia, Megh Thakkar, Léo Boisvert, Thibault Le Sellier De Chezelles, Alexandre Piche, Nicolas Chapados, Alexandre Drouin, Maxime Gasse, Alexandre Lacoste. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Representing Positional Information in Generative World Models for Object Manipulation. Stefano Ferraro, Pietro Mazzaglia, Tim Verbelen, Sai Rajeswar Mudumba. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Sample Compression Hypernetworks: From Generalization Bounds to Meta-Learning. Benjamin Leblanc, Mathieu Bazinet, Nathaniel D'Amours, Pascal Germain, Alexandre Drouin. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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Sample compression unleashed: New generalization bounds for real valued losses. Mathieu Bazinet, Valentina Zantedeschi, Pascal Germain. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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VCR: Visual Caption Restoration. Tianyu Zhang, Suyuchen Wang, Lu Li, Ge Zhang, Perouz Taslakian, Sai Rajeswar Mudumba, Jie Fu, Bang Liu, Yoshua Bengio. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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XC-Cache: Cross-Attending to Cached Context for Efficient LLM Inference. João Monteiro, Étienne Marcotte, Pierre-André Noël, Valentina Zantedeschi, David Vazquez, Nicolas Chapados, Christopher Pal, Perouz Taslakian. At Workshop at the Neural Information Processing Systems (NeurIPS),  2024.

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