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ECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy Distillation
Not provided
reasoningcompressiondistillationGUI agents
2610.22408
Builder Relevance
1h ago80%
Abstract
ECHOES proposes a method for improving long-horizon GUI agents by compressing visual history while maintaining task state reliability.
Reality Card
Core Claim
ECHOES achieves competitive performance in long-horizon reasoning without retaining historical screenshots, balancing performance and inference costs.
Method / Result
Substantial gains in task performance and memory fidelity demonstrated across four GUI benchmarks.
Limitations
The reliance on privileged training-time information may limit generalizability to real-world applications.
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