Neuron Auctions auction continuous neuron intervention budgets on brand-specific orthogonal subspaces in LLMs to achieve strategy-proof revenue optimization while penalizing user utility loss.
Knowledge neurons in pretrained transformers
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Transformer circuits show free evolution during SFT, rendering static mechanistic localization inadequate for future parameter updates due to inherent temporal latency.
PALoRA identifies reasoning-critical singular subspaces via SVF and constrains subsequent LoRA updates to be orthogonal to them, preserving 95% of reasoning performance on average across tested models and benchmarks.
NeuroCogMap maps LLM internal representations into stable functional parcels tied to cognitive functions, failure modes, and human cortical activity during language tasks.
citing papers explorer
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LLM Advertisement based on Neuron Auctions
Neuron Auctions auction continuous neuron intervention budgets on brand-specific orthogonal subspaces in LLMs to achieve strategy-proof revenue optimization while penalizing user utility loss.
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Navigating by Old Maps: The Pitfalls of Static Mechanistic Localization in LLM Post-Training
Transformer circuits show free evolution during SFT, rendering static mechanistic localization inadequate for future parameter updates due to inherent temporal latency.
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PALoRA: Projection-Adaptive LoRA for Preserving Reasoning in Large Language Models
PALoRA identifies reasoning-critical singular subspaces via SVF and constrains subsequent LoRA updates to be orthogonal to them, preserving 95% of reasoning performance on average across tested models and benchmarks.
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NeuroCogMap Reveals Cognitive Organization of Large Language Models
NeuroCogMap maps LLM internal representations into stable functional parcels tied to cognitive functions, failure modes, and human cortical activity during language tasks.