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CF
cs.IRcs.AIcs.LGcs.CLcs.CVcs.MA

On Valency

published · living versions
W_jtc2exp6·v1 · currentpublished
Learning Calibrated Confidence for Multi-Agent Collaboration
with Chongming Gao, Gangyi Zhang, Yaxin Gong, Leyang Shen +7
1 version

Preprints & journals

13 papers in the corpus · 2025–2026
Learning to Steer LLM Agents and Multi-Agent Systems2610.22316v1 · Leyang Shen, Yaxin Gong, Yang Zhang et al.2026 · 0 citationsarXiv
Beyond Verbalized Confidence: Calibrating Reasoners with Differentiable Readouts2609.34857v1 · Chenxiao Fan, Chongming Gao, Gangyi Zhang et al.2026 · 0 citationsarXiv
Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation2604.27747v1 · Jiaju Chen, Chongming Gao, Chenxiao Fan et al.2026 · 0 citationsarXiv
Medical Reasoning with Large Language Models: A Survey and MR-Bench2604.08559v1 · Xiaohan Ren, Chenxiao Fan, Wenyin Ma et al.2026 · 0 citationsarXiv
Breaking User-Centric Agency: A Tri-Party Framework for Agent-Based Recommendation2603.10673v3 · Yaxin Gong, Chongming Gao, Chenxiao Fan et al.2026 · 0 citationsarXiv
Uncertainty-aware Generative Recommendation2602.11719v2 · Chenxiao Fan, Chongming Gao, Yaxin Gong et al.2026 · 0 citationsarXiv
Temporally-Constrained Video Reasoning Segmentation and Automated Benchmark Construction2507.16718v1 · Yiqing Shen, Chenjia Li, Chenxiao Fan et al.2025 · 2 citationsarXiv
Fine-grained List-wise Alignment for Generative Medication Recommendation2505.20218v2 · Chenxiao Fan, Chongming Gao, Wentao Shi et al.2025 · 2 citationsarXiv
Process-Supervised LLM Recommenders via Flow-guided Tuning2503.07377v3 · Chongming Gao, Mengyao Gao, Chenxiao Fan et al.2025 · 8 citationsarXiv
Career total: 30 works. 13 are in this corpus.

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