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A Regret Minimization Framework on Preference
Learning
in Large Language
Models
🔭
Observability
Content type:
Academic
arxiv.org
·
2d
2 days ago
Actions for A Regret Minimization Framework on Preference Learning in Large Language Models
Representation-Aware Advantage Estimation: Your Reward
Model
Provides More Than A Scalar Output
🔭
Observability
Content type:
Academic
arxiv.org
·
1d
1 day ago
Actions for Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output
Hidden Consensus:Preference-Validity Compression in Human Feedback
🔭
Observability
Content type:
Academic
arxiv.org
·
1d
1 day ago
Actions for Hidden Consensus:Preference-Validity Compression in Human Feedback
Principled Agent Debate: Adversarial Arbitration for Sycophancy Reduction in Large Language
Models
📈
Time Series Analysis
Content type:
Academic
arxiv.org
·
2d
2 days ago
Actions for Principled Agent Debate: Adversarial Arbitration for Sycophancy Reduction in Large Language Models
Do We Want a Superintelligent People-Pleaser?
🦚
Claude
lesswrong.com
·
5d
5 days ago
Actions for Do We Want a Superintelligent People-Pleaser?
EvalStop: Using World Feedback to Detect and Correct Reward Overoptimization in Multi-Tenant
RLHF
Platforms
⚙
System Design
Content type:
Academic
arxiv.org
·
1w
1 week ago
Actions for EvalStop: Using World Feedback to Detect and Correct Reward Overoptimization in Multi-Tenant RLHF Platforms
Sequential Data Poisoning in
LLM
Post-Training
📈
Time Series Analysis
Content type:
Academic
arxiv.org
·
1w
1 week ago
Actions for Sequential Data Poisoning in LLM Post-Training
Sparse Mixture-of-Experts Reward
Models
Learn
Interpretable and Specialized Experts for Personalized Preference Modeling
🤖
Kitchen Automation
Content type:
Academic
arxiv.org
·
1w
1 week ago
Actions for Sparse Mixture-of-Experts Reward Models Learn Interpretable and Specialized Experts for Personalized Preference Modeling
BiasGRPO: Stabilizing Bias Mitigation in High-Variance Reward Landscapes via Group-Relative Policy Optimization
🔭
Observability
Content type:
Academic
arxiv.org
·
1w
1 week ago
Actions for BiasGRPO: Stabilizing Bias Mitigation in High-Variance Reward Landscapes via Group-Relative Policy Optimization
What Do People Actually Want From
AI
? Mapping Preference Plurality
🔭
Observability
Content type:
Academic
arxiv.org
·
3d
3 days ago
Actions for What Do People Actually Want From AI? Mapping Preference Plurality
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