Inference Auctions

cs.LG, cs.AI, cs.GT

Submitted: 2026-09-30

Updated: 2026-09-30

Code: https://github.com/sgl-project/sglang

Sources

• Compensation Design
• Chaos in Autobidding Auctions
• Locality-aware Fair Scheduling in LLM Serving
• Error-Aware Reverse Auction Mechanism for Large Language Model Routing
• Training Verifiers to Solve Math Word Problems
• DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
• Budget Pacing in Repeated Auctions: Regret and Efficiency without Convergence
• In-Context Credit Assignment via the Core
• IEMAS: An Incentive-Efficiency Routing Framework for Open Agentic Web Ecosystems
• Autobidders with Budget and ROI Constraints: Efficiency, Regret, and Pacing Dynamics
• Qwen2.5 Technical Report
• Test-Time Compute Games

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks