We study differentially private (DP) optimization algorithms for stochastic and empirical objectives which are neither smooth nor convex, and propose…
Machine Learning
Organizations implementing agents and agent-based systems often experience challenges such as implementing multiple tools, function calling, and orchestrating the workflows…
Meta has officially entered the standalone AI assistant arena with the launch of its new Meta AI app, unveiled at…
Salesforce AI Research has outlined a comprehensive roadmap for building more intelligent, reliable, and versatile AI agents. The recent initiative…
Formal mathematical reasoning has evolved into a specialized subfield of artificial intelligence that requires strict logical consistency. Unlike informal problem…
Multimodal fine-tuning represents a powerful approach for customizing foundation models (FMs) to excel at specific tasks that involve both visual…
Mortgage processing is a complex, document-heavy workflow that demands accuracy, efficiency, and compliance. Traditional mortgage operations rely on manual review,…
Multinational organizations face the complex challenge of effectively managing a workforce and operations across different countries, cultures, and languages. Maintaining…
Addressing the Challenges in Reasoning-Intensive Retrieval Despite notable progress in retrieval-augmented generation (RAG) systems, retrieving relevant information for complex, multi-step…
Despite notable advancements in large language models (LLMs), effective performance on reasoning-intensive tasks—such as mathematical problem solving, algorithmic planning, or…
In this tutorial, we will learn how to harness the power of Dappier AI, a suite of real-time search and…
Deploying large language model (LLM)-based agents in production settings often reveals critical reliability issues. Accurately identifying the causes of agent…
As generative AI revolutionizes industries, organizations are eager to harness its potential. However, the journey from production-ready solutions to full-scale…
With the advent of generative AI solutions, a paradigm shift is underway across industries, driven by organizations embracing foundation models…
Amazon Q Business is a generative AI-powered assistant that answers question, provides summaries, generates content, and securely completes tasks based…
Sparse attention is emerging as a compelling approach to improve the ability of Transformer-based LLMs to handle long sequences. This…
Large language models can generate fluent responses, emulate tone, and even follow complex instructions; however, they struggle to retain information…
Multimodal foundation models have shown substantial promise in enabling systems that can reason across text, images, audio, and video. However,…
Amazon Bedrock Model Distillation is generally available, and it addresses the fundamental challenge many organizations face when deploying generative AI:…
The development of agentic systems—LLMs embedded within scaffolds capable of tool use and autonomous decision-making—has made significant progress. Yet, most…