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On Valency

published · living versions
W_xgra3rkn·v1 · currentpublished
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with Peter Belcak, Saurav Muralidharan, Jindong Jiang, Yonggan Fu +7
1 version

Preprints & journals

33 papers in the corpus · 2020–2026
Can Agent Memory Systems Track Evolving State?2608.19652v1 · Xinyi Fan, Miri Liu, Ruozhen Yang et al.2026 · 0 citationsarXiv
Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability2607.26637v1 · Sizhe Zhou, Sheldon Yu, Hui Wei et al.2026 · 0 citationsarXiv
AgentSpec: Understanding Embodied Agent Scaffolds Through Controlled Composition2606.14674v1 · Jixuan Chen, Jianzhi Shen, Haoqiang Kang et al.2026 · 0 citationsarXiv
Latent Action Reparameterization for Efficient Agent Inference2605.18597v3 · Wenhao Huang, Qingwen Zeng, Qiyue Chen et al.2026 · 0 citationsarXiv
SkillOS: Learning Skill Curation for Self-Evolving Agents2605.06614v1 · Siru Ouyang, Jun Yan, Yanfei Chen et al.2026 · 0 citationsarXiv
Cell-o1 : training LLMs to solve single-cell reasoning puzzles with reinforcement learning.42082388 · Fang, Yin, Jin, Qiao, Xiong, Guangzhi et al.2026 · 2 citationsBioinformatics (Oxford, England). 2026;42(5)
Decocted Experience Improves Test-Time Inference in LLM Agents2604.04373v1 · Maohao Shen, Kaiwen Zha, Zexue He et al.2026 · 0 citationsarXiv
MemoryArena: Benchmarking Agent Memory in Interdependent Multi-Session Agentic Tasks2602.16313v2 · Zexue He, Yu Wang, Churan Zhi et al.2026 · 0 citationsarXiv
Steer2Adapt: Dynamically Composing Steering Vectors Elicits Efficient Adaptation of LLMs2602.07276v1 · Pengrui Han, Xueqiang Xu, Keyang Xuan et al.2026 · 0 citationsarXiv
Rethinking the Reranker: Boundary-Aware Evidence Selection for Robust Retrieval-Augmented Generation2602.03689v1 · Jiashuo Sun, Pengcheng Jiang, Saizhuo Wang et al.2026 · 0 citationsarXiv
Discourse-Aware Language Representation.41086082 · Zhang, Zhuosheng, Ouyang, Siru, Zhao, Hai2026 · 1 citationIEEE transactions on pattern analysis and machine intelligence. 2026;48(2):1888-1903
ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory2509.25140v2 · Siru Ouyang, Jun Yan, I-Hung Hsu et al.2025 · 1 citationarXiv
A Survey on Retrieval And Structuring Augmented Generation with Large Language Models2509.10697v1 · Pengcheng Jiang, Siru Ouyang, Yizhu Jiao et al.2025 · 18 citationsarXiv
ProxyThinker: Test-Time Guidance through Small Visual Reasoners2505.24872v2 · Zilin Xiao, Jaywon Koo, Siru Ouyang et al.2025 · 0 citationsarXiv
Benchmarking Retrieval-Augmented Generation for Chemistry2505.07671v2 · Xianrui Zhong, Bowen Jin, Siru Ouyang et al.2025 · 2 citationsarXiv
Multimodal Search in Chemical Documents and Reactions2502.16865v1 · Ayush Kumar Shah, Abhisek Dey, Leo Luo et al.2025 · 0 citationsarXiv
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning2501.06590v1 · Xiangru Tang, Tianyu Hu, Muyang Ye et al.2025 · 4 citationsarXiv
Temperature-Centric Investigation of Speculative Decoding with Knowledge Distillation2410.10141v1 · Siru Ouyang, Shuohang Wang, Minhao Jiang et al.2024 · 1 citationarXiv
RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph2410.14684v2 · Siru Ouyang, Wenhao Yu, Kaixin Ma et al.2024 · 2 citationsarXiv
Leopard: A Vision Language Model For Text-Rich Multi-Image Tasks2410.01744v3 · Mengzhao Jia, Wenhao Yu, Kaixin Ma et al.2024 · 0 citationsarXiv
Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events2408.04873v2 · Priyanka Kargupta, Yunyi Zhang, Yizhu Jiao et al.2024 · 1 citationarXiv
Multi-LoRA Composition for Image Generation2402.16843v2 · Ming Zhong, Yelong Shen, Shuohang Wang et al.2024 · 3 citationsarXiv
Investigating Data Contamination for Pre-training Language Models2401.06059v1 · Minhao Jiang, Ken Ziyu Liu, Ming Zhong et al.2024 · 7 citationsarXiv
Structured Chemistry Reasoning with Large Language Models2311.09656v2 · Siru Ouyang, Zhuosheng Zhang, Bing Yan et al.2023 · 9 citationsarXiv
Instruct and Extract: Instruction Tuning for On-Demand Information Extraction2310.16040v1 · Yizhu Jiao, Ming Zhong, Sha Li et al.2023 · 20 citationsarXiv
The Shifted and The Overlooked: A Task-oriented Investigation of User-GPT Interactions2310.12418v1 · Siru Ouyang, Shuohang Wang, Yang Liu et al.2023 · 13 citationsarXiv
Ontology Enrichment for Effective Fine-grained Entity Typing2310.07795v1 · Siru Ouyang, Jiaxin Huang, Pranav Pillai et al.2023 · 6 citationsarXiv
ReactIE: Enhancing Chemical Reaction Extraction with Weak Supervision2307.01448v1 · Ming Zhong, Siru Ouyang, Minhao Jiang et al.2023 · 5 citationsarXiv
Towards End-to-End Open Conversational Machine Reading2210.07113v2 · Sizhe Zhou, Siru Ouyang, Zhuosheng Zhang et al.2022 · 2 citationsFindings Assoc. Comput. Linguistics: EACL 2023 (2023) 2064-2076, Dubrovnik, Croatia
Smoothing Dialogue States for Open Conversational Machine Reading2108.12599v2 · Zhuosheng Zhang, Siru Ouyang, Hai Zhao et al.2021 · 4 citationsarXiv
Fact-driven Logical Reasoning for Machine Reading Comprehension2105.10334v2 · Siru Ouyang, Zhuosheng Zhang, Hai Zhao2021 · 12 citationsarXiv
Dialogue Graph Modeling for Conversational Machine Reading2012.14827v3 · Siru Ouyang, Zhuosheng Zhang, Hai Zhao2020 · 31 citationsarXiv
Career total: 49 works. 33 are in this corpus.

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