SLCA-GRPO: Resolving Cross-Segment Credit Misattribution in Tool-Calling RL
cs.AI, cs.LG
Submitted: 2026-09-24
Updated: 2026-09-24
Code: https://github.com/SLCA-GRPO/SLCA-GRPO
Terminology
Sources
- $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
- AWPO: Enhancing Tool-Use of Large Language Models through Adaptive Integration of Reasoning Rewards
- Qwen2.5 Technical Report
- Qwen3 Technical Report
- Proximal Policy Optimization Algorithms
- Solving math word problems with process- and outcome-based feedback
- From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs
- Self-Preference Bias in LLM-as-a-Judge
- Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Reward Design
- TOUCAN: Synthesizing 1.5M Tool-Agentic Data from Real-World MCP Environments
Related papers
- MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
- Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
- The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
- MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
- Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
- VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection