by Jangjangi April 15, 2020
Get the Diversemug. A docker diver is someone who cannot keep their hands out of the ashtray and is constantly searching for another docker-fresh hit.
by mr_tong May 3, 2010
Get the Docker Divermug. An unhealthy obsession against diversity (most notably racial and sexual) seen by consumers of media products like movies and video games. An individual with DDS would go on an unhinged rant about how something is ruined because it either features diversity such as including a POC individual or said product would attempt to be inclusive to a diverse audience.
"Did you see that annoying clickbait video about how Gaming is ruined by DEI and wokeness"
"That guy talks about diversity in every video."
"He must be suffering from Diversity Derangement Syndrome."
"That guy talks about diversity in every video."
"He must be suffering from Diversity Derangement Syndrome."
by ghmorello December 30, 2024
Get the Diversity Derangement Syndromemug. 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 Diversitymug. Rachel has ass-breath because she is a biffle diver... I'm gunna ask her if she wants to make out and guess what they were eating!
by Clownrape27 December 11, 2021
Get the Biffle divermug. When a man, in a teabagging motion, dips an erection into some form of lube. The penis during this action simulates a proper pencil dive, therefore, giving it it's namesake.
by Giant Leprechaun November 4, 2020
Get the Diver's Dipmug. by minorityfiveoh March 26, 2019
Get the Diversedmug.