الباحثون

Ming Jin

المنشورات 2

نسخة أولية وصول مفتوح

TimeNet: An Extensible Unified Data Infrastructure for Next-Generation Temporal Foundation Models

Temporal Foundation Models (TFMs) aim to generalize across domains, datasets, and tasks. Yet, their development remains constrained by fragmented, task-specific data formats, annotations, and processing pipelines. We introduce TimeNet, an open-source data standard and scalable infrastructure that decouples temporal dat …

نسخة أولية وصول مفتوح

Groundability, Not Scale Alone: When Weak Reviewers Can Audit Strong Coding Agents

Junyu Guo, Shangding Gu, Ming Jin وآخرون · 2026

Coding agents can return plausible patches that omit required behavior. These failures are hard to review because long traces and confident summaries often hide what was missed. We ask when a nominally weaker reviewer can reliably decide whether a patch solves its issue. We study 411 execution-labeled traces from three …

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