Papers
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.
Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry
Jiasen Gao, Xiaoliang Chen, Duoqian Miao et al.
Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models
Wangtao Sun, Haotian Xu, Huanxuan Liao et al.
ToMMeR - Efficient Entity Mention Detection from Large Language Models
Victor Morand, Nadi Tomeh, Josiane Mothe et al.
A Multi-Agent Framework for Feature-Constrained Difficulty Control in Reading Comprehension Item Generation
Seonjeong Hwang, Jun Seo, Hyounghun Kim et al.
Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry
Han Zhang, Zihan Gu, Zhiyuan Wang et al.
CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
Ao Sun, Xiaoyu Wang, Zhe Tan et al.
When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
Hongcheng Liu, Pingjie Wang, Yuhao Wang et al.
Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding
Dexuan Xu, Yuan Jiayin, Jianing Wang et al.
Demystifying Data Organization for Enhanced LLM Training
Yalun Dai, Yangyu Huang, Tongshen Yang et al.
AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment
Yixuan Wang, Yue Huang, Hong Qian et al.