Stochastic AI

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(VERY PARTIAL) CROSSPOST: ALEX HEATH: SubStack Is Opening Up to AI: Interviewing CEO Chris Best

 🕸️Complex Systems  Content type: News  Content type: Blog

Multilingual Sentiment Aware Text Summarization A Reinforcement Learning Approach for Consistency Maintenance

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

Diverse binding poses of agonistic neurotoxins on human Na v 1.6

 📻Noise Engineering  Content type: Academic
nature.com
·

Exploring the Design Space of Reward Backpropagation for Flow Matching

 🌊Analog Computing  Content type: Academic
arxiv.org·

Machine Learning With Manya: The Great Toy Shop Whisper Game

 🎲Bayesian Inference  Content type: Blog
medium.com·

A Regret Minimization Framework on Preference Learning in Large Language Models

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

mingusb/transformer-golf: The Fully Unrolled Transformer: An experimental repository for architecture simplification and compilation. [2026]

 Thermodynamic computing  Content type: Code
github.com··Hacker News

My research agenda and work

 🕸️Complex Systems
lesswrong.com·

Loss Landscape Diagnosis for Gradient-Based Gray-Scott System Inversion: Disentangling the Roles of PINN Components

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

A Unifying Lens on Reward Uncertainty in RLHF

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

Generalizable self-supervised learning for imaging flow cytometry on multi-dataset leukocyte differential

 🎲Bayesian Inference  Content type: Academic
nature.com·

The Shibboleth Effect: Auditing the Cross-Lingual Distributional Skew of Large Language Models

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

Do We Want a Superintelligent People-Pleaser?

 🕸️Complex Systems
lesswrong.com·

Principled Agent Debate: Adversarial Arbitration for Sycophancy Reduction in Large Language Models

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

iblameandrew/open-deepthink: Grok-heavy at the price of API cost. You choose the model. An unlimited army to think about your problem.

 📻Noise Engineering  Content type: Code
github.com··r/LocalLLaMA

Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment

 📻Noise Engineering  Content type: Academic
arxiv.org·

umair-tareen/philosopher-council: An eleven-philosopher LLM council - ask it questions or point it at AI-research trends. Claude-powered deliberation through the four classical branches of philosophy. Methodology, not metaphysics.

 Thermodynamic computing  Content type: Code
github.com··r/SideProject

Alignment Defends LLMs from Property Inference Attacks

 🎲Bayesian Inference  Content type: Academic
arxiv.org·

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