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Ashmit Khandelwal

2 accepted papers

2026

Characterizing Deep Research: A Benchmark and Formal Definition

ICLR 2026poster

Information tasks such as writing surveys or analytical reports require complex search and reasoning, and have recently been grouped under the umbrella of _deep research_ --- a term also adopted by recent models targeting these capabilities. Despite growing interest, the scope of the deep research t…

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2024

Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior

ICLR 2024spotlight

Shannon and Weaver's seminal information theory divides communication into three levels: technical, semantic, and effectiveness. While the technical level deals with the accurate reconstruction of transmitted symbols, the semantic and effectiveness levels deal with the inferred meaning and its effec…