Long-Horizon Agents is the fastest-rising task on Papers with Code: 49 papers in 30 days

NielsRogge · x · 2026-10-30

Papers with Code data shows Long-Horizon Agents is the fastest-rising research task: 49 new papers in the last 30 days, a 4.8x increase in share versus the prior 180 days. The accompanying chart's top five also include Deep Research Agents (3.6x), Video Compression (3.6x), Video Temporal Grounding (3.4x), and Medical Visual Question Answering (3.3x). Long-horizon and deep-research agents are now the hottest paper topics.

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