AI models that simulate internal debate dramatically improve accuracy on complex tasks

A new study reveals that top models like DeepSeek-R1 succeed by simulating internal debates. Here is how enterprises can harness this "society of thought" to build more robust, self-correcting agents.

What ice-fishing competitions reveal about human decision-making

Whether gathering berries, hunting, or fishing, humans searching for food make decisions not only based on personal ...

MemRL outperforms RAG on complex agent benchmarks without fine-tuning

MemRL separates stable reasoning from dynamic memory, giving AI agents continual learning abilities without model fine-tuning ...
Analytics Insight

What is Knowledge Representation in AI?

Knowledge representation is a fundamental aspect of AI, which allows machines to understand, think, and even make choices ...
eLife

Individual differences in tail risk sensitive exploration using Bayes-adaptive Markov decision processes

Shen et al. present a computational account of individual differences in mouse exploration when faced with a novel object in an open field from a previously published study (Akiti et al.) that relates ...
The New York Times

An Early-Decision Student Backed Out of Tulane. Tulane Punished the High School.

In an unusual move, the university imposed a one-year ban on Colorado Academy for early-decision applications, which carry a commitment to attend. Credit...Claire Merchlinsky Supported by By Kailyn ...
Reuters

Top US colleges sued in class action over ‘early decision’ admissions

Aug 8 (Reuters) - Columbia University, Duke University, the University of Pennsylvania and 29 other elite U.S. colleges and universities were accused on Friday in a proposed class action of conspiring ...
Scientific Research Publishing

Multi-Agent Strategic Confrontation Game via Alternating Markov Decision Process Based Double Deep Q-Learning ()

To provide quantitative analysis of strategic confrontation game such as cross-border trades like tariff disputes and competitive scenarios like auction bidding, we propose an alternating Markov ...
Frontiers

Conceptual design of a decision knowledge service model integrating a multi-agent supply relationship diagram for electric power emergency equipment

Introduction: The decision regarding the supply of emergency equipments for power emergencies requires timeliness, efficiency, and accuracy. The multi-agent supply ...