by nucleartoast999 May 6, 2022
Get the Nuclear Toast mug.by Vezo August 8, 2022
Get the Nuclear Comment mug.A knowledge distillation approach that uses extreme loss function weighting to force neural networks to preserve semantic differences between distinct concepts while preventing mode collapse. The technique employs "nuclear" (extreme) lambda parameters that heavily weight diversity preservation over teacher alignment, ensuring that different input concepts produce genuinely different vector representations.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
The researchers implemented nuclear diversity in their knowledge distillation pipeline, using extreme lambda weighting of 6.0 for diversity preservation versus 0.02 for teacher alignment, successfully reducing semantic collapse from 0.998 to 0.324 cosine similarity between distinct concepts.
by Trentism July 9, 2025
Get the Nuclear Diversity mug.The Cold War (also known as The Great Nuclear Cock-Tease” was a period of global geopolitical rivalry between the United States (US) and the Soviet Union (USSR) and their respective allies, the capitalist Western Bloc and communist Eastern Bloc, which lasted from 1947 until the dissolution of the Soviet Union in 1991
by Mebemax May 9, 2025
Get the The Great Nuclear Cock-Tease mug.Normally caused by A drink that is used to kill zombies in COD WAW but can also be used as an anal cleanser. Manufacturer is not responsible for nuked restrooms. therefore PHD flopper is prohibited by casual consumption
Joe: "where's jenny?"
Alex: "she took a swig of PHD flopper which contains prunes, ate some haribo sugar free gummy bears and has been in the hospital ever since"
Joe: "what happened, wait isn't she allergic to prunes?"
Alex: "I heard a fart, then an explosion. I think she might've blown her ass apart. she did say she had to take a nuclear shit"
Joe: "Oh my god!"
(Alex takes a swig of PHD)
Joe: "you didn't just drink that!"
Alex: (stomach gurgles) "Must've been the drink i had" (runs into restroom)
Joe: "MOTHER OF G0-"
(house explodes)
Alex: "she took a swig of PHD flopper which contains prunes, ate some haribo sugar free gummy bears and has been in the hospital ever since"
Joe: "what happened, wait isn't she allergic to prunes?"
Alex: "I heard a fart, then an explosion. I think she might've blown her ass apart. she did say she had to take a nuclear shit"
Joe: "Oh my god!"
(Alex takes a swig of PHD)
Joe: "you didn't just drink that!"
Alex: (stomach gurgles) "Must've been the drink i had" (runs into restroom)
Joe: "MOTHER OF G0-"
(house explodes)
by I h8 nes May 7, 2020
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