Bias Mitigation in AI

Proof pending

3papers

5.0viability

Proof pending

Proof pending. This topic has not reached the minimum paper threshold yet.

Topic-linked question coverage is still building for this proof surface.

Papers

1-3 of 3

Research Paper·Jan 29, 2026

KnowBias: Mitigating Social Bias in LLMs via Know-Bias Neuron Enhancement

Large language models (LLMs) exhibit social biases that reinforce harmful stereotypes, limiting their safe deployment. Most existing debiasing methods adopt a suppressive paradigm by modifying paramet...

8.0 viability

Research Paper·Feb 10, 2026

Evaluating Social Bias in RAG Systems: When External Context Helps and Reasoning Hurts

Social biases inherent in large language models (LLMs) raise significant fairness concerns. Retrieval-Augmented Generation (RAG) architectures, which retrieve external knowledge sources to enhance the...

5.0 viability

Research Paper·Jan 21, 2026

Self-Blinding and Counterfactual Self-Simulation Mitigate Biases and Sycophancy in Large Language Models

Fair decisions require ignoring irrelevant, potentially biasing, information. To achieve this, decision-makers need to approximate what decision they would have made had they not known certain facts, ...

2.0 viability

Bias Mitigation in AI

Proof pending

Papers

KnowBias: Mitigating Social Bias in LLMs via Know-Bias Neuron Enhancement

Evaluating Social Bias in RAG Systems: When External Context Helps and Reasoning Hurts

Self-Blinding and Counterfactual Self-Simulation Mitigate Biases and Sycophancy in Large Language Models

Filters

Topic proof surfaces

Bias Mitigation in AI

Use this topic page as a durable research-area proof surface