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Public story · 2026-03-18 · source-backed
Anticipatory trajectory reasoning — agents forecast short-horizon action sequences before execution rather than acting reactively. A two-stage RL framework trains trajectory-level consistency, then applies grounded fine-tuning using execution feedback. Substantial improvements in planning stability across 7 benchmarks covering online/offline computer-use and multimodal tool-use. Accepted to CVPR 2026. arXiv 2603.16777
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Shared entity: Accepted / Same source domain / Shared topic / What happened next
Both cover Accepted; reported by the same outlet (arxiv.org); overlapping topics (accepted, benchmark).
Both cover Accepted; reported by the same outlet (arxiv.org); overlapping topics (accepted, agent).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (action, agent, benchmark); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (action, agent, execution); pushes against this story (against).
Same source domain / Shared topic / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (action, benchmark, forecast); traces where this leads (which means).
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (action, agent, apply, execution).
Reported by the same outlet (arxiv.org); overlapping topics (agent, apply, benchmark, execution).
Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark, computer-use, execution).