@article{thedarkroomintherewardchanneldensepredic, title = {The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and The Channel, Not the Content, Decides What Works}, author = {Yu Wang}, year = {2026}, eprint = {2607.21273}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.21273}, }