الباحثون

Jinglue Xu

المنشورات 2

نسخة أولية وصول مفتوح

Recursive Self-Improvement through Multi-Agent Self-Supervision

Hyunin Lee, Jinglue Xu, Jeffrey Seely وآخرون · 2026

Recursive self-improvement (RSI) of a model on non-verifiable tasks, such as open-ended research, faces a supervision bottleneck when its outputs exceed what even human experts can reliably assess, leaving the model itself (optimizee) as the best available optimizer and evaluator. However, a single model instance strug …

نسخة أولية وصول مفتوح

LESS: Lightweight Evolutionary Supernet Search in Minutes

Aviral Gandhi, Jinglue Xu, Jialong Li وآخرون · 2026

Low-cost NAS must both explore high-performing architectures and identify them reliably, yet reducing evaluation cost often weakens the fidelity of candidate comparisons. Training-free methods reduce evaluation cost by replacing learned task feedback with proxy signals measured at initialization. We introduce LESS (Lig …

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