RF
Rong Fu
cs.LGcs.CLcs.AIcs.CVcs.IRcs.MMcs.DScs.SE
On Valency
published · living versionsW_3s9v4h9m·v1 · currentpublished
SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis
with Leqi Zheng, Jinbo Su, Yuying Li, Chaokun Wang +8
1 version
Preprints & journals
16 papers in the corpus · 2025–2026SciLENS: RL-Driven Autonomous Agents for Scientific Localized Evidence Navigation and Synthesis2609.03338v1 · Leqi Zheng, Jinbo Su, Yuying Li et al.2026 · 0 citationsarXivon Valency
Gradients Know What Outcomes Don't: Unlocking Reinforcement Learning for LLM Reasoning with Gradient-Aligned Rewards2609.03342v1 · Leqi Zheng, Jinbo Su, Fang Niu et al.2026 · 0 citationsarXiv
Adaptive Hierarchical Representation Alliance for Multimodal Learning2608.22863v3 · Chunlei Meng, Pengbin Feng, Jacqueline J. Pang et al.2026 · 0 citationsarXiv
FCPRAG: Fusion-Controller Parametric Retrieval-Augmented Generation for Stable Multi-Passage LoRA Injection2608.21750v1 · Jinchang Zhu, Jindong Li, Yi Ding et al.2026 · 0 citationsarXiv
Learning to Look Again: Loss-Gap Supervision for Free-form Crop Routing in Vision-Language Models2608.21762v2 · Jinchang Zhu, Rong Fu, Yi Ding et al.2026 · 0 citationsarXiv
MotionCraft: Latent World Modeling with Sparse Attention for Visual Upscaling2608.08553v1 · Rong Fu, Chunlei Meng, Yangchen Zeng et al.2026 · 0 citationsarXiv
Degeneracy-Guided List Compression for Greedy Graph Coloring2607.17029v2 · Rong Fu, Yongtai Liu, Xiaowen Ma et al.2026 · 0 citationsarXiv
DynImmune-BERT: Dynamic Immune Repertoire Modeling with Neural ODE Driven Continuous Transformers2607.17244v2 · Rong Fu, Yongtai Liu, Xiaowen Ma et al.2026 · 0 citationsarXiv
SQuaD-SQL: Efficient Text-to-SQL with Small Language Models via LLM-Guided Knowledge Distillation2607.08161v1 · Wangyu Wu, Xiaojian Lin, Rong Fu et al.2026 · 0 citationsarXiv
Learning Less Is More: Premature Upper-Layer Attention Specialization Hurts Language Model Pretraining2605.10504v1 · Jinchang Zhu, Jindong Li, Yuwen Hao et al.2026 · 0 citationsarXiv
Where Does Long-Context Supervision Actually Go? Effective-Context Exposure Balancing2605.10544v2 · Jinchang Zhu, Jindong Li, Chengyu Zou et al.2026 · 0 citationsarXiv
LiveGraph: Active-Structure Neural Re-ranking for Exercise Recommendation2602.17036v5 · Rong Fu, Zijian Zhang, Jiekai Wu et al.2026 · 0 citationsarXiv
AdvSynGNN: Structure-Adaptive Graph Neural Nets via Adversarial Synthesis and Self-Corrective Propagation2602.17071v4 · Rong Fu, Chunlei Meng, Shuo Yin et al.2026 · 0 citationsarXiv
SubQuad: Near-Quadratic-Free Structure Inference with Distribution-Balanced Objectives in Adaptive Receptor framework2602.17330v6 · Rong Fu, Zijian Zhang, Kun Liu et al.2026 · 0 citationsarXiv
ASA: Backbone-Training-Free Representation Engineering for Tool-Calling Agents2602.04935v4 · Youjin Wang, Run Zhou, Yingjie Ma et al.2026 · 0 citationsarXiv
Fine-Grained Instruction-Guided Graph Reasoning for Vision-and-Language Navigation2503.11006v3 · Yaohua Liu, Binkai Ou, Rong Fu et al.2025 · 0 citationsarXiv
Career total: 19 works. 16 are in this corpus.
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