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Category: Machine Learning

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CLDG: A Simple Machine Learning Framework that Sets New Benchmarks in Unsupervised Learning on Dynamic Graphs
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CLDG: A Simple Machine Learning Framework that Sets New Benchmarks in Unsupervised Learning on Dynamic Graphs

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Graph Neural Networks have emerged as a transformative force in many real-life applications, from corporate finance risk management to local […]

Tencent Research Introduces DRT-o1: Two Variants DRT-o1-7B and DRT-o1-14B with Breakthrough in Neural Machine Translation for Literary Texts
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Tencent Research Introduces DRT-o1: Two Variants DRT-o1-7B and DRT-o1-14B with Breakthrough in Neural Machine Translation for Literary Texts

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Neural machine translation (NMT) is a sophisticated branch of natural language processing that automates text conversion between languages using machine […]

This AI Paper Introduces G-NLL: A Novel Machine Learning Approach for Efficient and Accurate Uncertainty Estimation in Natural Language Generation
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This AI Paper Introduces G-NLL: A Novel Machine Learning Approach for Efficient and Accurate Uncertainty Estimation in Natural Language Generation

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Natural Language Generation (NLG) is a domain of artificial intelligence that seeks to enable machines to produce human-like text. By […]

This AI Paper by The Data Provenance Initiative Team Highlights Challenges in Multimodal Dataset Provenance, Licensing, Representation, and Transparency for Responsible Development
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This AI Paper by The Data Provenance Initiative Team Highlights Challenges in Multimodal Dataset Provenance, Licensing, Representation, and Transparency for Responsible Development

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The advancement of artificial intelligence hinges on the availability and quality of training data, particularly as multimodal foundation models grow […]

Salesforce AI Research Introduces AGUVIS: A Unified Pure Vision Framework Transforming Autonomous GUI Interaction Across Platforms
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Salesforce AI Research Introduces AGUVIS: A Unified Pure Vision Framework Transforming Autonomous GUI Interaction Across Platforms

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Graphical User Interfaces (GUIs) play a fundamental role in human-computer interaction, providing the medium through which users accomplish tasks across […]

Redesigning Datasets for AI-Driven Mathematical Discovery: Overcoming Current Limitations and Enhancing Workflow Representation
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Redesigning Datasets for AI-Driven Mathematical Discovery: Overcoming Current Limitations and Enhancing Workflow Representation

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Current datasets used to train and evaluate AI-based mathematical assistants, particularly LLMs, are limited in scope and design. They often […]

Meet OREO (Offline REasoning Optimization): An Offline Reinforcement Learning Method for Enhancing LLM Multi-Step Reasoning
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Meet OREO (Offline REasoning Optimization): An Offline Reinforcement Learning Method for Enhancing LLM Multi-Step Reasoning

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Large Language Models (LLMs) have demonstrated impressive proficiency in numerous tasks, but their ability to perform multi-step reasoning remains a […]

ConfliBERT: A Domain-Specific Language Model for Political Violence Event Detection and Classification
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ConfliBERT: A Domain-Specific Language Model for Political Violence Event Detection and Classification

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The transformation of unstructured news texts into structured event data represents a critical challenge in social sciences, particularly in international […]

Microsoft Researchers Release AIOpsLab: An Open-Source Comprehensive AI Framework for AIOps Agents
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Microsoft Researchers Release AIOpsLab: An Open-Source Comprehensive AI Framework for AIOps Agents

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The increasing complexity of cloud computing has brought both opportunities and challenges. Enterprises now depend heavily on intricate cloud-based infrastructures […]

Meet LLMSA: A Compositional Neuro-Symbolic Approach for Compilation-Free, Customizable Static Analysis with Reduced Hallucinations
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Meet LLMSA: A Compositional Neuro-Symbolic Approach for Compilation-Free, Customizable Static Analysis with Reduced Hallucinations

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Static analysis is an inherent part of the software development process since it enables such activities as bug finding, program […]

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