LearnWeak specializes small CUAs via weakness detection by a reference agent, targeted task synthesis, and error-aware training, delivering 11+ point gains on OSWorld.
Screenspot-pro: GUI grounding for professional high-resolution computer use
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
WinDOM dataset plus SFD yields +5.4 OOD-mean gain on Qwen3.5-2B via early-init GRPO from same-family cold-start.
citing papers explorer
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Learn from Weaknesses: Automated Domain Specialization for Small Computer-Use Agents
LearnWeak specializes small CUAs via weakness detection by a reference agent, targeted task synthesis, and error-aware training, delivering 11+ point gains on OSWorld.
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WinDOM: Self-Family Distillation for Small-Model GUI Grounding
WinDOM dataset plus SFD yields +5.4 OOD-mean gain on Qwen3.5-2B via early-init GRPO from same-family cold-start.