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2026 顶会论文

作者位次 #6/8ICLR 2026Poster· Applications / Chemistry and Drug Discovery

CatalystBench: A Comprehensive Multi-Task Benchmark for Advancing Language Models in Catalysis Science

Xueqing Chen · Jian Xu · Ludi Wang · Yang Gao · Huihan Zhu · Yuanchun Zhou · Yi Du · Cheng-lin Liu

评测与基准OpenReview

作者位次 #5/6ACL 2026Poster· Natural Language Processing

TLSA : LLM -Guided Text-Label Space Alignment with Contrastive Learning for Generalized Category Discovery

Wenxi Xu · Chuan Qin · Xi Chen · Chuyu Fang · Yuanchun Zhou · Hengshu Zhu

摘要

Generalized Category Discovery (GCD) aims to classify data from partially labeled datasets by jointly recognizing known categories and discovering novel ones.Despite recent advances, existing methods still suffer from weak text–label alignment, inconsistent objectives across known and novel categ...

对齐与偏好可解释性评测与基准OpenReview 项目页

作者位次 #8/9KDD 2026Oral· Knowledge Discovery & Data Mining

ScienceDB AI: An LLM-Driven Agentic Recommender System for Large-Scale Scientific Data Sharing Services

Qingqing Long · Haotian Chen · Chenyang Zhao · Xiaolei Du · Xuezhi Wang · Pengyao Wang · Chengzan Li · Yuanchun Zhou · Hengshu Zhu

智能体与工具检索与知识OpenReview

作者位次 #5/6KDD 2026Oral· Knowledge Discovery & Data Mining

BioFlowBench: A Comprehensive Benchmark for Evaluating Bioinformatics Tool-use Capabilities of LLMs and Agents

Yufei Hou · Jiajia Wang · Ke Xiang · Qingqing Long · Yuanchun Zhou · Zhen Meng

智能体与工具评测与基准检索与知识OpenReview

作者位次 #6/7KDD 2026Oral· Knowledge Discovery & Data Mining

SciHorizon-Gene: Benchmarking LLM for Life Sciences Inference from Gene Knowledge to Functional Understanding

Xiaohan Huang · Meng Xiao · Chuan Qin · Qingqing Long · Jinmiao Chen · Yuanchun Zhou · Hengshu Zhu

效率与系统评测与基准检索与知识OpenReview

作者位次 #8/9KDD 2026Oral· Knowledge Discovery & Data Mining

SciHorizon-DataEVA: An Agentic System to Scalable AI-Readiness Evaluation of Heterogeneous Scientific Data

Dianyu Liu · Chuan Qin · Xi Chen · Xiaohan Li · Wenxi Xu · Yuyang Wang · Xin Chen · Yuanchun Zhou · Hengshu Zhu

智能体与工具评测与基准检索与知识OpenReview

作者位次 #8/8AAAI 2026Poster· Artificial Intelligence

scCluBench: Comprehensive Benchmarking of Clustering Algorithms for Single-Cell RNA Sequencing

Ping Xu · Zaitian Wang · Zhirui Wang · Pengjiang Li · Jiajia Wang · Ran Zhang · Pengfei Wang · Yuanchun Zhou

评测与基准OpenReview

Yuanchun Zhou

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