Papers
HopWeaver: Cross-Document Synthesis of High-Quality and Authentic Multi-Hop Questions
Zhiyu Shen, Jiyuan Liu, Yunhe Pang et al.
AgentAsk: Multi-Agent Systems Need to Ask
Bohan Lin, Kuo Yang, Zelin Tan et al.
UniSonate: A Unified Model for Speech, Music, and Sound Effect Generation with Text Instructions
Chunyu Qiang, Xiaopeng Wang, Kang Yin et al.
Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards
Raffaele Pisano, Roberto Navigli
Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages
Gerrit Quaremba, Amy Rechkemmer, Elizabeth Black et al.
LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight
Yu-Zheng Lin, Bono Po-Jen Shih, John Paul Martin Encinas et al.
Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion
Zhiqiang Liu, Yichi Zhang, Mengshu Sun et al.
Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents
Zeping Li, Hongru Wang, Yiwen Zhao et al.
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
Weikang Shi, Aldrich Yu, Rongyao Fang et al.
Probing Semantic Alignment, Lexical Invariance, and Syntactic Influence in LLM Metaphor Processing
Fengying Ye, Shanshan Wang, Lidia S. Chao et al.
Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
Shunian Chen, Xinyuan Xie, Zheshu Chen et al.
MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
Zhiyu Shen, Ziming Wu, Fuming Lai et al.
OptiCo: Adaptive Distributed Training Optimization via Collaborative Agent Reasoning
Sheng Chen, Tang Zhe, Weixing Zhang et al.
Semantically Comprehensive Token Pruning in LVLMs via Maximizing Concept Coverage
Xueting Li, Qi Liu, Chenghao Xu et al.
Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional Videos
Kairui Hu, Penghao Wu, Fanyi Pu et al.
Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding
Jianzhu Bao, Haozhen Zhang, Kuicai Dong et al.
CompTab: A Comprehensive Benchmark for Real-World TableQA with Complex Reasoning and Irregular Tables
Zhen Yang, Wei Du, Jie Wang et al.
FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation
Xiang Wang, Zongtao Yang, Zhuojian Hong et al.
RPC-Bench: A Fine-grained Benchmark for Research Paper Comprehension
Yelin Chen, Fanjin Zhang, Suping Sun et al.
Trust Within? Seek Beyond? Knowledge Boundary Aware Policy Optimization for Agentic Search
Tao Feng, Xinke Jiang, Xinyan Hu et al.
SoundBreak: A Systematic Study of Audio-Only Adversarial Attacks on Trimodal Models
Aafiya Shamshad Hussain, Gaurav Srivastava, Alvi Md Ishmam et al.
SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization
Yuncheng Hua, Sion Weatherhead, Mehdi Jafari et al.
Achieving Multi-Hop Calculation and Safe Abstention in Financial Numerical Reasoning by Metric Graph Constrained LLMs
Aoyuan Jiang, Liang Hong, Haoxuan Liu et al.
Hetero-Designer: Automated Design of Multi-Agent Systems with Heterogeneous LLMs
Zhiheng Zhang, Yuanzhe Zhang, Bohan Yu et al.
Efficient Hyperparameter Optimization for LLM Reinforcement Learning
Minping Chen, Bowen Xiao, Du Liang et al.