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Artwork for The Information Bottleneck

The Information Bottleneck

Ravid Shwartz-Ziv & Allen Roush
Artificial Intelligence
Openai
AI Research
AI Coding
Machine Learning
Joint Embedding Predictive Architectures
NVIDIA
Generative AI
Gpt-5
Reinforcement Learning
Copyright
Representation Learning
AI Model Compression
Large Language Models
Gpt-4
AI Ethics
Samplers
Cursor
Neuroscience
Recursive Language Models

Two AI Researchers - Ravid Shwartz Ziv, and Allen Roush, discuss the latest trends, news, and research within Generative AI, LLMs, GPUs, and Cloud Systems.

PublishesWeeklyEpisodes32Founded7 months ago
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ScienceTechnology

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Artwork for The Information Bottleneck

Latest Episodes

Yaroslav Bulatov helped build the AI era from the inside, as one of the earliest researchers at both OpenAI and Google Brain. Now he wants to tear it all down and start over. Modern deep learning, he argues, is up to 100x more wasteful than it needs ... more

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We talk with Kyunghyun Cho, who is a Professor of Health Statistics and a Professor of Computer Science and Data Science at New York University, and a former Executive Director at Genentech, about why healthcare might be the most important and most d... more

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In this episode, we talk with Stefano Ermon, Stanford professor, co-founder & CEO of Inception AI, and co-inventor of DDIM, FlashAttention, DPO, and score-based/diffusion models, about why diffusion-based language models may overtake the autoregressi... more

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Naomi Saphra, Kempner Research Fellow at Harvard and incoming Assistant Professor at Boston University, joins us to explain why you can't do interpretability without understanding training dynamics, in the same way you can't do biology without evolut... more

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Recent Guests

Kyunghyun Cho
Glendy, various professor of health statistics and computer science at New York University
New York University
Episode: Why Healthcare Is AI's Hardest and Most Important Problem with Kyunghyun Cho (NYU)
Stefano Ermon
Professor at Stanford; CEO of Inception AI
Stanford University; Inception AI
Episode: Diffusion LLM & Why the Future of AI Won't Be Autoregressive - Stefano Ermon (Stanford /Inception)
Naomi Saphra
Kempner Research Fellow at Harvard and incoming Assistant Professor at Boston University
Harvard University, Boston University
Episode: Training Is Nothing Like Learning with Naomi Saphra (Harvard)
Stefano Soatto
Professor at UCLA, VP for AI at AWS
University of California, Los Angeles; Amazon Web Services
Episode: EP28: How to Control a Stochastic Agent with Stefano Soatto (VP AWS/ Pro. UCLA)
Tanishq Abraham
CEO and co-founder of Sophont.AI
Sophont.AI
Episode: EP27: Medical Foundation Models - with Tanishq Abraham (Sophont.AI)
Fred Sala
Assistant Professor at UW-Madison and Chief Scientist at Snorkel AI
Snorkel AI
Episode: EP25: Personalization, Data, and the Chaos of Fine-Tuning with Fred Sala (UW-Madison / Snorkel AI)
Bayan Bruss
VP at Applied AI at Capital One
Capital One
Episode: EP24: Can AI Learn to Think About Money? - with Bayan Bruss (Capital One)
David Mezzetti
Founder of TextAI, AI researcher focused on local-first AI and semantic search.
NewML
Episode: EP23: Building Open Source AI Frameworks: David Mezzetti on TxtAI and Local-First AI
Cody Blakeney
Data curation expert and contributor to Datology AI
Datology AI
Episode: EP22: Data Curation for LLMs with Cody Blakeney (Datology AI)

Hosts

Ravid Shwartz Ziv
Co-host of The Information Bottleneck; host of The Information Bottleneck Podcast
Allen Roush
Co-host of The Information Bottleneck; host of The Information Bottleneck Podcast

Chart Rankings

How this podcast ranks in the Apple Podcasts, Spotify and YouTube charts.

Apple Podcasts
#243
United Kingdom/Technology
Apple Podcasts
#198
France/Technology
Apple Podcasts
#125
Israel/Technology
Apple Podcasts
#147
Spain/Technology

Talking Points

Recent interactions between the hosts and their guests.

EP27: Medical Foundation Models - with Tanishq Abraham (Sophont.AI)
Q: What does Sophont specifically do in medical AI?
Sophont builds foundation models tailored for medicine with a emphasis on multimodality, integrating neuroimaging, pathology, and clinical text, and plans to merge domain encoders into a single, unified model to aid clinical decision-making.
EP26: Measuring Intelligence in the Wild - Arena and the Future of AI Evaluation
Q: What does Arena do and why is it needed?
Arena focuses on measuring AI intelligence by analyzing real-world user interactions, providing actionable insights rather than relying on static benchmarks.
EP24: Can AI Learn to Think About Money? - with Bayan Bruss (Capital One)
Q: How do you think about personalization in AI systems?
Personalization cannot achieve perfection due to incomplete information about user behavior; however, it can get close by learning from collective behaviors.
EP24: Can AI Learn to Think About Money? - with Bayan Bruss (Capital One)
Q: What techniques do you use for model calibration?
Techniques like Monte Carlo dropout and deep ensembles are used to model uncertainty.
EP24: Can AI Learn to Think About Money? - with Bayan Bruss (Capital One)
Q: Do you think markets are efficient?
In many situations, yes, markets are efficient, but human biases affect their efficiency.

Audience Metrics

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Frequently Asked Questions About The Information Bottleneck

What is The Information Bottleneck about and what kind of topics does it cover?

A spotlight on cutting-edge AI research, practical deployment insights, and the evolving landscape of generative models, LLMs, and AI infrastructure. Discussions frequently center on evaluation methodologies, real-world performance, data quality, and privacy, with episodes ranging from open-source frameworks and data curation for LLMs to AI applications in finance and robotics. The tone blends deep technical exploration with thoughtful consideration of ethics, governance, and the societal impact of rapid AI advancement, making it a strong fit for listeners who want rigorous, practitioner-oriented conversations about how AI technologies actually perform and scale in real-world contexts. Noteworthy traits include a steady emphasis on evaluati... more

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The Information Bottleneck launched 7 months ago and published 32 episodes to date. You can find more information about this podcast including rankings, audience demographics and engagement in our podcast database.

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What guests have appeared on The Information Bottleneck?

Recent guests on The Information Bottleneck include:

1. Kyunghyun Cho
2. Stefano Ermon
3. Naomi Saphra
4. Stefano Soatto
5. Tanishq Abraham
6. Fred Sala
7. Bayan Bruss
8. David Mezzetti

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