Alyona Vert.

Topic 28: What is Mixture-of-Mamba?

we discuss how to enable the Mamba Selective State Space Model (SSM) to handle multimodal data using the Mixture-of-Transformers concept and modality-aware sparsity

Topic 27: What are Chain-of-Agents and Chain-of-RAG?

We explore Google's and Microsoft's advancements that implement "chain" approaches for long context and multi-hop reasoning

Topic 26: What is test-time compute and how to scale it?

We dive into test-time compute and discuss five+ open-source methods for its effective scaling for deep step-by-step models' reasoning.

Topic 24: What is Cosmos World Foundation Model Platform?

World models are the next big thing that enables Physical AI. Let's explore how NVIDIA makes it happen

Topic 22: What is HtmlRAG, Multimodal RAG and Agentic RAG?

We explore in details three RAG methods that address limitations of original RAG and meet the upcoming trends of the new year

15 Agentic Systems and Frameworks of 2024

Topic 21: What is Natural Language Reinforcement Learning (NLRL)?

Explore how RL can be blended with natural language

12 Remarkable Research Papers from NeurIPS 2024

16 New Types of Retrieval-Augmented Generation (RAG)

Topic 20: What is Flow Matching?

Explore the key concepts of Flow Matching, its relation to diffusion models, and how it can enhance the training of generative models