{
  "video_id": "2607.01232",
  "channel": "cs.CL",
  "title": "Is One Layer Enough? Training A Single Transformer Layer Can Match Full-Parameter RL Training",
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  "one_line_reason": "Systematische empirische Analyse von RL-Adaptation über Transformer-Layer mit starken Implikationen für effiziente Multi-Agent-Architectures, Memory-Design und Cost-Optimierung; saubere Methodologie ohne Hype.",
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