5 papers
No Second Run: Does RSI Stop at Frontier Pre-training?
Xiaojie Cai, Jiayi Chen, Junwei Chen +56
Pre-training is where every foundation model begins; bringing recursive self-improvement (RSI) there would let AI improve the process that creates AI. Yet public RSI work has so fa…
BiGrounder: Bidirectional Training Unlocks the Potential of GUI Grounding
Dengyao Shi, Tianyu Fu, Fei Hu +6
Graphical User Interface (GUI) grounding aims to map natural language instructions to precise operational coordinates, serving as a critical task for autonomous agent interaction.…
Contagious Misinterpretations: Social Learning with Shared Interpretations
Pol Rodríguez Farrés, Jesus Cerquides
When people discuss which of several hypotheses is true, they share not only their beliefs but also their interpretation of each one, that is, the distribution of signals each hypo…
WebRetriever: A Large-Scale Comprehensive Benchmark for Efficient Web Agent Evaluation
Wei Dong, Tianyu Fu, Zhe Yu +9
As web agents increasingly demonstrate capabilities in automated task execution, the development of robust evaluation frameworks for assessing their navigation and task completion…
Mano Technical Report
Tianyu Fu, Anyang Su, Chenxu Zhao +20
Graphical user interfaces (GUIs) are the primary medium for human-computer interaction, yet automating GUI interactions remains challenging due to the complexity of visual elements…