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Small, simple “reservoir” networks can store multiple chaotic patterns but struggle to switch between them on cueHorizonMath tests AI on over 100 unsolved math problems with automatic checksNeural networks speed up estimates of matrix condition numbers for large sparse systemsA single angle that tells which dataset best explains a sample: GSVD-based diagnostic for dataset comparisonA new way to use diffusion-based denoisers inside ADMM with provable convergenceA simple offline fix for recommender alignment: weight examples by exp(reward/λ)Genomic language models can memorize DNA — new framework measures privacy riskResearchers propose a “schema-gated” way to let chatty AIs run reproducible science workflowsSAHOO: a practical system to detect and limit alignment drift as models improve themselvesDNA embeddings can leak sequence data: study shows some model outputs can be inverted to recover DNASmall, simple “reservoir” networks can store multiple chaotic patterns but struggle to switch between them on cueHorizonMath tests AI on over 100 unsolved math problems with automatic checksNeural networks speed up estimates of matrix condition numbers for large sparse systemsA single angle that tells which dataset best explains a sample: GSVD-based diagnostic for dataset comparisonA new way to use diffusion-based denoisers inside ADMM with provable convergenceA simple offline fix for recommender alignment: weight examples by exp(reward/λ)Genomic language models can memorize DNA — new framework measures privacy riskResearchers propose a “schema-gated” way to let chatty AIs run reproducible science workflowsSAHOO: a practical system to detect and limit alignment drift as models improve themselvesDNA embeddings can leak sequence data: study shows some model outputs can be inverted to recover DNA

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Tuesday, March 17, 2026
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Machine LearningFeatured briefing

Small, simple “reservoir” networks can store multiple chaotic patterns but struggle to switch between them on cue

Researchers tested whether very small and simply wired reservoir computers can both store and select among multiple chaotic behaviors. They

March 17, 2026EN2 min read
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Latest Research

Machine Learning
March 17, 2026

HorizonMath tests AI on over 100 unsolved math problems with automatic checks

HorizonMath is a new benchmark that asks whether artificial intelligence can make genuine mathematical discoveries. The team collected more

EN
2 min read
Machine Learning
March 16, 2026

Neural networks speed up estimates of matrix condition numbers for large sparse systems

This paper introduces a fast, data-driven way to estimate the condition number of large sparse matrices using graph neural networks (GNNs).

EN
2 min read
Machine Learning
March 16, 2026

A single angle that tells which dataset best explains a sample: GSVD-based diagnostic for dataset comparison

This paper proposes a simple, geometric way to compare two datasets that live in the same feature space. The authors treat the question “can

EN
2 min read
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Artificial Intelligence
March 16, 2026

A new way to use diffusion-based denoisers inside ADMM with provable convergence

This paper shows how to combine modern score-based generative models with a popular optimization algorithm, the alternating direction method

EN
2 min read
Machine Learning
March 16, 2026

A simple offline fix for recommender alignment: weight examples by exp(reward/λ)

This paper proposes a simple post-training method for generative recommender systems that uses only observed user rewards. The authors weigh

EN
2 min read
Machine Learning
March 14, 2026

Genomic language models can memorize DNA — new framework measures privacy risk

Researchers tested how much genomic language models (GLMs) can memorize specific DNA sequences and how that creates privacy risks. They buil

EN
2 min read
Artificial Intelligence
March 14, 2026

Researchers propose a “schema-gated” way to let chatty AIs run reproducible science workflows

This paper looks at how large language models (LLMs) can turn a researcher’s plain-language request into running code and tools, while still

EN
2 min read
Artificial Intelligence
March 14, 2026

SAHOO: a practical system to detect and limit alignment drift as models improve themselves

This paper introduces SAHOO, a practical framework to watch and control subtle shifts in behavior when machine learning systems update thems

EN
2 min read
Artificial Intelligence
March 14, 2026

DNA embeddings can leak sequence data: study shows some model outputs can be inverted to recover DNA

Researchers tested whether dense numerical summaries of DNA sequences — called embeddings — can be turned back into the original DNA. Embedd

EN
2 min read