16 citations · 39 across the 14 of their papers we have counts for
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cs.AI2026
GRADS: Graph-Regulated Agentic Data Synthesis with Controllable Difficulty
Gaocheng Yang, Ruijie Tao, Kai Ye +3
Deep research agents are increasingly deployed to retrieve precise information from large corpora, yet multi-hop, long-horizon tasks remain challenging. Synthetic data generation h…
cs.AI2024★ 6 cited
Relational Programming with Foundation Models
Ziyang Li, Jiani Huang, Jason Liu +6
Foundation models have vast potential to enable diverse AI applications. The powerful yet incomplete nature of these models has spurred a wide range of mechanisms to augment them w…
cs.AI2023
Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming
Hanlin Zhang, Jiani Huang, Ziyang Li +2
Pre-trained large language models (LMs) struggle to perform logical reasoning reliably despite advances in scale and compositionality. In this work, we tackle this challenge throug…