These Numbers Can Make AI Dangerous [Subliminal Learning] скачать в хорошем качестве

These Numbers Can Make AI Dangerous [Subliminal Learning]

Checkout RunPod’s AI infrastructure platform: https://get.runpod.io/welchlabs Discount code at checkout: WELCH10 Note that need to buy $15 or more in runpod credits for the discount code to apply, $10 will be deducted from your total. See screen recording at 3:31. Subliminal Learning Poster at 31:09: https://www.welchlabs.com/resources/s... Subliminal Learning Bundle: https://www.welchlabs.com/resources/s... Subliminal Learning Poster - Digital Download: https://www.welchlabs.com/resources/s... Sections 0:00 - Intro 1:47 - Why Welch Labs uses runpod for AI infrastructure - sponsored ad 3:49 - The subliminal learning phenomenon 5:44 - In context learning 6:56 - Why can’t we just train a classifier? 7:45 - Other clues 9:28 - Small scale replication on MNIST 12:47 - Mathematical proof 23:01 - Proof Take-aways 25:38 - Solving the GPT 4.1/4o mystery 26:14 - My take on what’s going on 27:55 - The token entanglement hypothesis 29:11 - Final thoughts & take-aways 31:09 - Subliminal Learning Poster! References Subliminal Learning Paper and code: https://alignment.anthropic.com/2025/... Generate Your Own Numbers: https://subliminaldata.streamlit.app/ Token Entanglement: https://www.lesswrong.com/posts/m5Xzh... Hinton et. al. 2015. Distilling the Knowledge in a Neural Network. https://arxiv.org/pdf/1503.02531 Full Video on Backpropagation:    • The F=ma of Artificial Intelligence [Backp...   Softmax Basics:    • The F=ma of Artificial Intelligence [Backp...   Softmax Gradient:    • The F=ma of Artificial Intelligence [Backp...   Softmax Visualized:    • The F=ma of Artificial Intelligence [Backp...   Big thanks to Alex Cloud, Minh Le, Jacob Hilton, and Owain Evans for graciously answering my questions as I worked on the script. Special Thanks to Patrons   / welchlabs   Juan Benet, Ross Hanson, Yan Babitski, AJ Englehardt, Alvin Khaled, Eduardo Barraza, Hitoshi Yamauchi, Jaewon Jung, Mrgoodlight, Shinichi Hayashi, Sid Sarasvati, Dominic Beaumont, Shannon Prater, Ubiquity Ventures, Matias Forti, Brian Henry, Tim Palade, Petar Vecutin, Nicolas baumann, Jason Singh, Robert Riley, vornska, Barry Silverman, Jake Ehrlich, Mitch Jacobs, Lauren Steely, Jeff Eastman, Rodolfo Ibarra, Clark Barrus, Rob Napier, Andrew White, Richard B Johnston, abhiteja mandava, Burt Humburg, Kevin Mitchell, Daniel Sanchez, Ferdie Wang, Tripp Hill, Richard Harbaugh Jr, Prasad Raje, Kalle Aaltonen, Midori Switch Hound, Zach Wilson, Chris Seltzer, Ven Popov, Hunter Nelson, Amit Bueno, Scott Olsen, Johan Rimez, Shehryar Saroya, Tyler Christensen, Beckett Madden-Woods, Darrell Thomas, Javier Soto, U007D, Caleb Begly, Rick Rubenstein, Brent Hunsaker, Dan Patterson, Tchsurvives, Alex Adai, Walter Reade, Zyansheep, Walter Reade, Duncan Stannett, Reginald Carey, Jean-Manuel Izaret, dh71633, Adrian Rodriguez, Dimitar Stojanovski, Michael Harder, Peter Maldonado, Emily Pesce, David Johnston, Insang Song, FaeTheWolf, Stephen Taylor, KittenKaboodle, EMatter, PATRICKMCCORMACK, John Beahan, Cameron, Cole Jones, Garrett Thornburg, Jeroen W, Rohit Sharma, GlennB, Emmanuel Cortes, Katie Quinn, Karina C, Cakra WW, Mike Ton, Eric Gometz, MacCallister Higgins, Niko Drossos, David Eraso, Tom Zehle, Steve, Brian Lineburg, rjbl, Michael Loh, Perry Vais, Bengal0, Farhad Manjoo, Sara Chipps Special thank you to these readers for helping improve the Imaginary Numbers Book! Marwan Daar, Matt Ellis, Nico Weber, Rafa Barroso, Jacob Sorensen, Bob Hall, Evan Van Peursem, Phillipe Loher, Attila Medl, Abdul Wahid Tanner, A friendly critic, NuttySwiss, Dean Burdick, Paul Du Bois, Włodzimierz Bzyl Code for Welch Labs Videos: https://github.com/stephencwelch/mani... Written by: Stephen Welch Produced by: Stephen Welch, Sam Baskin, and Pranav Gundu Premium Beat IDs EEDYZ3FP44YX8OWT MWROXNAY0SPXCMBS