Researchers at UT Austin Introduce Panda: A Foundation Model for Nonlinear Dynamics Pretrained on 20,000 Chaotic ODE Discovered via Evolutionary Search
Source: MarkTechPost Chaotic systems, such as fluid dynamics or brain activity, are highly sensitive to initial conditions, making...
This AI Paper Introduces Differentiable MCMC Layers: A New AI Framework for Learning with Inexact Combinatorial Solvers in Neural Networks
Source: MarkTechPost Neural networks have long been powerful tools for handling complex data-driven tasks. Still, they often struggle...
Can LLMs Really Judge with Reasoning? Microsoft and Tsinghua Researchers Introduce Reward Reasoning Models to Dynamically Scale Test-Time Compute for Better Alignment
Source: MarkTechPost Reinforcement learning (RL) has emerged as a fundamental approach in LLM post-training, utilizing supervision signals from...
NVIDIA Releases Llama Nemotron Nano 4B: An Efficient Open Reasoning Model Optimized for Edge AI and Scientific Tasks
Source: MarkTechPost NVIDIA has released Llama Nemotron Nano 4B, an open-source reasoning model designed to deliver strong performance...
NVIDIA AI Introduces AceReason-Nemotron for Advancing Math and Code Reasoning through Reinforcement Learning
Source: MarkTechPost Reasoning capabilities represent a fundamental component of AI systems. The introduction of OpenAI o1 sparked significant...
This AI Paper Introduces GRIT: A Method for Teaching MLLMs to Reason with Images by Interleaving Text and Visual Grounding
Source: MarkTechPost The core idea of Multimodal Large Language Models (MLLMs) is to create models that can combine...
Optimizing Assembly Code with LLMs: Reinforcement Learning Outperforms Traditional Compilers
Source: MarkTechPost LLMs have shown impressive capabilities across various programming tasks, yet their potential for program optimization has...
This AI Paper Introduces Group Think: A Token-Level Multi-Agent Reasoning Paradigm for Faster and Collaborative LLM Inference
Source: MarkTechPost A prominent area of exploration involves enabling large language models (LLMs) to function collaboratively. Multi-agent systems...
Researchers from the National University of Singapore Introduce ‘Thinkless,’ an Adaptive Framework that Reduces Unnecessary Reasoning by up to 90% Using DeGRPO
Source: MarkTechPost The effectiveness of language models relies on their ability to simulate human-like step-by-step deduction. However, these...
Microsoft AI Introduces Magentic-UI: An Open-Source Agent Prototype that Works with People to Complete Complex Tasks that Require Multi-Step Planning and Browser Use
Source: MarkTechPost Modern web usage spans many digital interactions, from filling out forms and managing accounts to executing...