Blog Posts | Joshua Berkowitz

590 Articles

2025 ×

TorchAO: A PyTorch-Native Shortcut To Smaller, Faster Models

TorchAO is PyTorch's native toolkit for model efficiency: it unifies post-training quantization (PTQ), quantization-aware training (QAT), float8 (FP8) training, and structured sparsity in one coherent...

deep learning FP8 model efficiency open source PyTorch QAT quantization sparsity TorchAO

Nov 4, 2025

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Github Repos

MIT Researchers Are Making AI Text Classifiers More Reliable

AI text classifiers are now behind many tools we use daily, from chatbots to content moderation systems. Their accuracy and reliability have become critical but how can you be sure they aren’t easily ...

adversarial testing AI large language models machine learning MIT robustness software tools text classification

Nov 4, 2025

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CLIO: A Cognitive Loop for Self-Adaptive Reasoning in Science

Artificial intelligence is increasingly a collaborator in scientific inquiry, but most systems still separate the way models learn to reason from the way end users steer them. The paper "Cognitive Loo...

AI Agents Biology DRIFT Search Graph RAG HLE Medicine Reasoning

Nov 3, 2025

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Papers

From Princeton to the Stars: How Undergraduates Build Space-Ready Skills in the Cleanroom

What if your college lab work meant helping build actual NASA space hardware? For a select group of Princeton undergraduates, this isn’t a hypothetical, it’s their day-to-day reality in the Space Phys...

engineering hands-on learning NASA Princeton University space education space missions student projects teamwork

Nov 3, 2025

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Data Recovery and Precision in Fusion Energy Systems Now Uses Ai

The precision required to sustain a fusion reaction is immense, and it relies on a vast network of sensors. What happens when those sensors fail? Introducing Diag2Diag , an innovative artificial intel...

AI diagnostics fusion energy machine learning plasma physics sensor data tokamaks

Nov 3, 2025

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How Deeply Do LLMs Internalize Scientific Literature And Citations?

A new study asks a deceptively simple question: when you ask a large language model to suggest references for a paper, does it think like a scientist? The Harvard and CLPS authors probe this by prompt...

Citations LLM Matthew Effect Science of Science

Nov 3, 2025

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Papers

SLED: Self Logits Evolution Decoding Boosts Factuality Without Retraining

Large language models deliver impressive results across many tasks, yet they still produce incorrect or ungrounded statements, often called hallucinations. A growing body of work explores how to reduc...

Decoding Factuality Inference-Time LLM SLED

Nov 3, 2025

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Papers

OpenCode: The Open Source AI Coding Agent Built for the Terminal

In the landof AI coding assistants proprietary solutions dominate and vendor lock-in is common, OpenCode offers a refreshing alternative. Built by the team behind SST (Serverless Stack), OpenCode is a...

ai coding-agent developer-tools github llm open-source terminal typescript

Nov 3, 2025

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Github Repos

GraphBAN Marries Graphs and LLMs to Predict New Compound-Protein Interactions

Understanding how small molecules interact with proteins is a cornerstone of modern drug discovery. These compound–protein interactions (CPIs) determine whether a candidate molecule can modulate a bio...

BAN CDAN compound-protein interactions domain adaptation drug discovery graph neural networks knowledge distillation

Nov 2, 2025

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Papers

3D Nanoprinted Microneedles That Resist Clogging In Embryo Microinjection

A new study in Microsystems & Nanoengineering introduces a microneedle tip architecture aimed at a common failure in microinjection workflows: clogging during penetration and delivery. The team led by...

3d-printing clogging dlw microinjection microneedle zebrafish

Nov 2, 2025

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Papers

Rubrics As Rewards: Reinforcement Learning Beyond Verifiable Domains

When AI Doctors Need Better Report Cards A future where AI is designed to help improve diagnostic medicine and even find rare diseases may be very close thanks to research from ScaleAI. But what does ...

AI training healthcare AI interpretability machine learning reinforcement learning rubrics

Nov 2, 2025

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Papers

Microsoft’s Latest Partnerships Are Accelerating AI-Driven Scientific Discovery

Artificial intelligence is transforming the pace and scope of scientific discovery, and Microsoft is leading this evolution by connecting its advanced technologies with regional researchers and entrep...

AI community impact high-performance computing innovation partnerships scientific discovery TechSpark

Nov 1, 2025

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