Inference-Time Steering

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Inference-Time Scalingconcept0.816
  Paradigm of improving model outputs through more computation at inference time; VS is presented as a diversity-oriented alternative
• Inference-Time Intervention (ITI)method0.800
  Method by Li et al. 2023a that adds static vectors to model activations at inference time to steer behavior
• Inference-Time Intervention: Eliciting Truthful Answers from a Language Model (Li et al., 2023)concept0.777
  Safety intervention that relies on activation modification, which ESR might undermine
• perceptual inferenceconcept0.767
  The process of inferring causes of sensory inputs, a key aspect of the free-energy minimization scheme.
• Stages of Inferenceframework0.763
  The perspective that LLM inference decomposes into distinct computational stages, which the paper extends to looped models
• Current steering applies fixed strength; dynamic uncertainty-aware steering during inference is an open gapquestion0.759
  Research gap identified in limitations/future work section connecting uncertainty findings to practical improvement
• Bayesian Inferencemethod0.757
• Message Passing Inferenceconcept0.757
  Algorithmic framework for probabilistic inference in graphical models.