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Collected by team members Rickard Brüel Gabrielsson+Jiacheng Zhu with colleagues at MIT-IBM Watson AI Lab! Understanding/traversing the (curved/low-ish-dimensional) space of “meaningful” model updates is a compelling research direction w/ possibility of efficient personalized tuning/compression.

Excited to share our NeurIPS 2024 Oral, Convolutional Differentiable Logic Gate Networks, leading to a range of inference efficiency records, including inference in only 4 nanoseconds 🏎️. We reduce model sizes by factors of 29x-61x over the SOTA. Paper: arxiv.org/abs/2411.04732

A new method using generative AI produces sharp, lifelike 3D shapes that are closer in quality to the best model-generated 2D images. The system could be “a co-pilot for designers, making it easier to create more realistic 3D shapes,” Artem Lukoianov says. mitsha.re/a5GV50Ul6UG

Similar to the brain, new research from MIT-IBM Watson AI Lab shows that LLMs have a "semantic hub" that abstractly processes data from diverse modalities in a central, generalized way. news.mit.edu/2025/large-lan…

Research from MIT yields an AI tool that generates high-quality images faster than state-of-the-art approaches; further, it uses uses less energy and can run locally on a laptop or smartphone. news.mit.edu/2025/ai-tool-g…

Researchers from MIT and the MIT-IBM Watson AI Lab have developed a new framework that leverages an LLM's reasoning abilities to create a “smart assistant” that finds the optimal solution to multistep problems. news.mit.edu/2025/researche…

A new framework from MIT and MIT-IBM Watson AI Lab researchers helps clinicians choose phrases that more accurately reflect the likelihood that certain conditions are present in X-rays. news.mit.edu/2025/new-metho…

Really honored to receive IEEE Signal Processing Society Industry Professional Leadership Award for my research and industry impact on machine learning robustness and AI safety. Read more about my journey and vision in using signal processing for computational AI safety at x.com/pinyuchenTW/st…

A new multimodal tool from MIT and MIT-IBM Watson AI Lab combines an LLM with powerful graph-based AI models to efficiently find new, synthesizable molecules for medicines and materials with desired properties based on a user’s queries in plain language. news.mit.edu/2025/could-llm…

A new method from the MIT-IBM Watson AI Lab helps large language models to steer their own responses toward safer, more ethical, value-aligned outputs. news.mit.edu/2025/training-…

🎉 Our paper “M+: Extending MemoryLLM with Scalable Long-Term Memory” is accepted to ICML 2025! 🔹 Co-trained retriever + latent memory 🔹 Retains info across 160k+ tokens 🔹 Much Lower GPU cost compared to backbone LLM arxiv.org/abs/2502.00592

Humans naturally learn by making connections between sight and sound. A new machine-learning model from MIT, MIT-IBM Watson AI Lab and others can match corresponding audio and visual data, which could someday help robots interact in the real world. news.mit.edu/2025/ai-learns…

The recipients of the 2025 Ruth and Joel Spira Awards for Excellence in Teaching are Emilio Baglietto, Kaitlyn Becker, Jelena Notaros, and Jonathan Ragan-Kelley. engineering.mit.edu/connect/news/f…

Check out our new work, CycleReward, below! * Product: a drop-in replacement for things like CLIP; f(img, text) --> score * Idea: cycle-consistent mappings are good (encourages descriptive text, penalizes hallucinations), so we train a reward model to check for this

With demand for cement alternatives rising, an MIT team develops a machine-learning method to hunt for new ingredients across the scientific literature. news.mit.edu/2025/ai-stirs-…

A new mathematical approach from Massachusetts Institute of Technology (MIT) researchers allows animators to simulate rubbery and elastic materials in a way that preserves the physical properties of the material and avoids pitfalls like instability. news.mit.edu/2025/animation…

MIT researchers have unveiled an AI-driven adaptive control system for autonomous drones, significantly cutting trajectory errors in the face of unpredictable winds. news.mit.edu/2025/ai-enable…

A new AI framework from Massachusetts Institute of Technology (MIT) and the MIT-IBM Watson AI Lab supercharges language models, so they can reason over, interactively develop, and verify valid, complex travel agendas. news.mit.edu/2025/inroads-p…

Dean Anantha Chandrakasan has been named MIT’s new provost, effective July 1. He has served as the dean of the School of Engineering since 2017 and as MIT’s inaugural chief innovation and strategy officer since 2024. news.mit.edu/2025/anantha-c…

CodeSteer guides AI models to switch between text and code to solve tough problems. “A trainer may not be better than the star athlete … but the trainer can still give helpful suggestions,” Yongchao Chen says. “This steering method works for LLMs, too.” news.mit.edu/2025/smart-coa…