الباحثون

Zilin Wang

المنشورات 2

نسخة أولية وصول مفتوح

Embedding Prediction Helps Image Generation

Sihan Xu, Ji Xie, Zilin Wang وآخرون · 2026

In diffusion transformers, a class label or a text prompt is embedded once, and the same condition is reused at every denoising step. We ask whether predicted embeddings can serve as this condition instead. Next-Embedding Predictive Autoregression (NEPA) trains a Transformer to predict the next continuous embedding in …

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RESKILL: Explicit Failure Attribution and Structured Repair for Interactive Language Agents

Mengyi Deng, Xin Li, Duyi Pan وآخرون · 2026

Language agents increasingly rely on reusable skills, but post-failure repair is often handled by opaque one-shot reflection: a model generates a skill patch without explicitly maintaining how failure explanations relate to candidate repairs or how unsuccessful retests should influence later edits. We introduce RESKILL …

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