ServiceNow AI Research

Agents

An Ecosystem for Web Agents: WorkArena, BrowserGym, AgentLab and more
An Ecosystem for Web Agents: WorkArena, BrowserGym, AgentLab and more
The BrowserGym ecosystem addresses the growing need for efficient evaluation and benchmarking of web agents, particularly those …
Montreal AI Symposium (MAIS),  2024.
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Multimodal foundation world models for generalist embodied agents
Multimodal foundation world models for generalist embodied agents
Learning generalist embodied agents, able to solve multitudes of tasks in different domains is a long-standing problem. Reinforcement …
Workshop at the International Conference of Machine Learning (ICML),  2024.
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WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on …
International Conference on Machine Learning (ICML),  2024.
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Evaluating In-Context Learning of Libraries for Code Generation
Evaluating In-Context Learning of Libraries for Code Generation
Contemporary Large Language Models (LLMs) exhibit a high degree of code generation and comprehension capability. A particularly …
North American Chapter of the Association for Computational Linguistics (NAACL),  2024.
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Efficient Dynamics Modeling in Interactive Environments with Koopman Theory
Efficient Dynamics Modeling in Interactive Environments with Koopman Theory
The accurate modeling of dynamics in interactive environments is critical for successful long-range prediction. Such a capability could …
International Conference of Learning Representations (ICLR),  2024.
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IntentGPT: Few-shot Intent Discovery with Large Language Models
IntentGPT: Few-shot Intent Discovery with Large Language Models
In today’s digitally driven world, dialogue systems play a pivotal role in enhancing user interactions, from customer service to …
Workshop at the International Conference of Learning Representation (ICLR),  2024.
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WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on …
Workshop at the International Conference of Learning Representation (ICLR),  2024.
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Workflow discovery in low data regimes
Workflow discovery in low data regimes
Text-based dialogues are now widely used to solve real-world problems. In cases where solution strategies are already known, they can …
International Conference of Learning Representations (ICLR),  2024.
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3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding
Continual Learning, also known as Lifelong or Incremental Learning, has recently gained renewed interest among the Artificial …
ArXiv,  2024.
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InCoRo: In-Context Learning for Robotics Control with Feedback Loops
InCoRo: In-Context Learning for Robotics Control with Feedback Loops
One of the challenges in robotics is to enable robotic units with the reasoning capability that would be robust enough to execute …
ArXiv,  2024.
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