ACML 2025

79 papers

Learning Curves of Classification Metrics based on Confusion Matrices

Yan Xue, Ruibo Wang, Xuefei Cao, Jing Yang, Jihong Li

CryChime: When Large Language Models Learn to Listen to Distant Cries - A Counterfactual PEFT Framework for Urgent Need Detection in Disaster Social Media

Junhong Cai, Geng Zhao, Jiaxin Li

Suicidal Posts Detection System Incorporating Psychological Risk Factors

Chih-Ning Chen, Chieh-Jou Lin, Kunhua Lee, Yu Ping Ma, Kuo-Liang Ou

KVCrush: Key Value Cache size-reduction using similarity in head-behaviour

Gopi Krishna Jha, Sameh Gobriel, Liubov Talamanova, Nilesh Jain

Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence

Shunta Nonaga, Koji Tabata, Yuta Mizuno, Tamiki Komatsuzaki

Bridging the Gap between Learning and Inference for Diffusion-Based Molecule Generation

Peidong Liu, Wenbo Zhang, Wei Ju, Jiancheng Lv, Xianggen Liu

Direct Quantized Training of Language Models with Stochastic Rounding

Kaiyan Zhao, Tsuguchika Tabaru, Kenichi Kobayashi, Takumi Honda, Masafumi Yamazaki

FIRM: Fusion-Injected Residual Memory Brings Token-Level Alignment to Unsupervised VI-ReID

Ze Rong, Xiaofeng Shen, Haoyang Qin, Yue Xu, Hongjun Li

Label-Perceptive Adversarial Domain Adaptation for Named Entity Recognition in Traditional Chinese Medicine: Dataset and Approach

Yu Tong

FG-MSTGNN: Cross-subject EEG Emotion Recognition via Frequency-guided Multi-period Spatial-temporal Graph Neural Network

Chenchen Zhang, YANRONG HAO, Xin Wen, Mengni Zhou, Fei Yuan

SEMINAR: SEMantic InformatioN Augmented JailbReak Attack in LLM

Junjie Yang, Fenghua Weng, Yue Xu, Wenjie Wang

Efficient Subsampling for GNN Downstream Tasks

Hirad Daneshvar, Reza Samavi

MagicMask: A Fast and High-fidelity Face Swapping Method Robust to Face Pose

Jongmin Yu, Anoushka Harit, Jiankang Deng, Shan Luo, Jinhong Yang

Training Data Soft Selection via Joint Density Ratio Estimation

Ryuta Matsuno

EIKEA:Enhancing In-Context Knowledge Editing by Agents

Zibo Xu, Xin Wang

ChameleonBench: Quantifying Alignment Faking in Large Language Models

Archie Chaudhury, Shikhar Shiromani

Towards Robust and Scalable Knowledge Editing in Text-to-Image Diffusion Models

Yifei Liu, Xin Wang

SAFE: Spiking Neural Network-based Audio Fidelity Evaluation

Aaditya Arunkumar Khant, Raveen Wijewickrama, Murtuza Jadliwala

CAD-HLLM: Generating Executable CAD from Text with Hierarchical LLM Planning

Zhuo Zuo, Yantao Gan, Junfeng Long, Xianggen Liu

Multi-view Privileged Information-based Representation Learning for Liver Cancer Diagnosis

Bangming Gong, Huo Yan

CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs

Sina Tayebati, Divake Kumar, Nastaran Darabi, Dinithi Jayasuriya, Theja Tulabandhula

HIPPD: Brain-Inspired Hierarchical Information Processing for Personality Detection

Guanming Chen, Lingzhi Shen, Xiaohao Cai, Imran Razzak, Shoaib Jameel

SparseSegNet: A Boundary-Aware Lightweight Segmentation Architecture for Skin Lesions

Soma Dasgupta, Swarnava Dey, Arijit Mukherjee, Arpan Pal

Explainable Dynamic Graph Neural Networks for Predictive Maintenance in Vehicle Chassis Systems

Wu You, Junwei Su, Sirui Zhang, Zhijian Li

Kernel-Based Enhanced Oversampling Method for Imbalanced Classification

Li Wenjie, Hanlin Wang, Sibo Zhu, Zhijian Li

CrossPyEval: Enhancing LLM-based Evaluation of Low-Resource Code via Code Translation

Weijie Wu, Ling-I Wu, Guoqiang Li

The Great Contradiction Showdown: How Jailbreak and Stealth Wrestle in Vision-Language Models?

Ching-Chia Kao, Chia-Mu Yu, Chun-Shien Lu, Chu-Song Chen

On the Privacy-preserving Generalized Eigenvalue Problem

Wei-Hong Chen, YU-FENG HUANG, Chen Yu Lee, Hung Yi Chen, Shi-Chun Tsai

Dual Color Space Underwater Image Enhancement Network

Jiaying He, K. L. Eddie Law

Dual-Module Collaborative LoRA for Effective Large Language Model Fine-Tuning

Lecheng Cao, Junhao Zhang, Xiaohan Zhang, Huaxiong Li

RSTSIC: Reparameterized Swin Transformer Stereo Image Compression

Yuxuan Zhao, Junwei Zhou, Jiaxin Li, Cheng Tan, Jianwen Xiang

Mega-CE$^2$ : A Multimodal Heterogeneous Aggregation Framework for End-Edge-Cloud Computing

Zinuo Cheng, Haodi Wang, Rongfang Bie

Domain Adaptation with Hybrid Modeling for Learning Dynamical Systems

Akira Osaka, Naoya Takeishi, Takehisa Yairi

Policy Iteration for Two-Player General-Sum Stochastic Stackelberg Games

Mikoto Kudo, Youhei Akimoto

Reduced-rank Factorized Fourier Neural Operator

Chieh-An Chou, Lu-Hung Chen

ReSa2: A Two-Stage Retrieval-Sampling Algorithm for Negative Sampling in Dense Retrieval

Muyang Li, Zihan Wang, Sijia Chen, Yijun Chen, Jiayu Li

TAEGAN: Revisit GANs for Tabular Data Generation

Jiayu Li, Zilong Zhao, Kevin Yee, Uzair Javaid, Biplab Sikdar

Data-dependent Algorithmic Robustness Analysis of Pairwise Learning

Donglai WU, Runqiu Wu, Yunwen Lei

TLSD: Breaking the Limit of Topological Lane Mapping with Graph Knowledge and Distance Awareness

Anh Nguyen Trong, Gia-Bao Phan, Minh Tri Huynh, Duc Dung Nguyen

$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy

Kieu Dang, Phung Lai, Hai Phan, Yelong Shen, Ruoming Jin

Boundary-Aware Refinement with Environment-Robust Adapter Tuning for Underwater Instance Segmentation

Pin-Chi Pan, Soo-Chang Pei

MKD: Multi-Knowledge Distillation for Real-Time Object Detection on Edge Devices

Yanjun Xu, Chunqi Tian, Xuhui Xia, Yaoru Sun

Outcome-Based Semifactuals for Reinforcement Learning

Yanzhe Bekkemoen, Helge Langseth

POIL:Preference Optimization for Imitation Learning

Kuanyen Liu, Renjyun Huang, Chang Chih Meng, I-Chen Wu

Continual Pre-Training is (not) What You Need in Domain Adaptation

Pin-Er Chen, Da Chen Lian, Shu-Kai Hsieh, SIEH-CHUEN HUANG, Hsuan-Lei Shao

Sampling Boundary for Causal Effect Estimation

Yue Yin, Jiaoyun Yang, Ning An, Lian Li

Kairos: Redefining Event and Time Prediction with Language Modeling

Akash Gupta, Sahil Verma, Sumit Bisht, Nitika Verma, Purav Aggarwal

Graph Mediator Networks Bridging Local and Global Semantics via Serial Message Passing

Jiangfeng Sun, Sihao He, Yanlong Lin, Zhonghong Ou, Meina Song

FeelNet: A Lightweight Fast Fourier Transform EEG-based Emotion Recognition Network

Xueyao Wang, Xiuding Cai, Yaoyao Zhu, Yu Yao

Graph-Attention Network with Adversarial Domain Alignment for Robust Cross-Domain Facial Expression Recognition

Razieh Ghaedi, AmirReza BabaAhmadi, Reyer Zwiggelaar, Xinqi Fan, Nashid Alam

Data-Centric Graph Condensation via Diffusion Matching

Hengrui Zhang, Philip S. Yu

Local Shuffled Skeleton Position Embedding Vision Transformer for Human Activity Recognition

Zihui Yan, Xiyu Shi, Varuna De SIlva De SIlva

Optimizing Trajectory Matching Distillation via Parameter Difference-Driven Pruning

Xinyu Cao, He Liu, Liyuan Zhang, Zhongliang Kan

High-Order Consistency-Guided User Identity Linkage with Large Language Model

Tianpeng Li, Xiangjun Pei, Yinghui Wang, Qiyao Peng, Wenjun Wang

GIIM: A Graph Information Integration Method for Chinese-Kazakh CLIR

Ping Hu, He Yang, Changle Yin, Tao Wang, Yuchao Chen

Enhanced Blind Image Restoration with Channel Attention Transformers and Multi-Scale Attention Prompt-based Learning

Jianhua Hu, K. L. Eddie Law

Jailbreak Defense in LLM via Attention Head Analysis and Selective Intervention

Masaki Arai, Toshiki Shibahara, Daiki Chiba, Mitsuaki Akiyama, Masato Uchida

Balancing Knowledge Updates: Toward Unified Modular Editing in LLMs

Jiahao Liu, Zijian Wang, Zhao Kuo, Dong Hu

Asymptotically Optimal Problem-Dependent Bandit Policies for Transfer Learning

Adrien Prevost, Timothée Mathieu, Odalric-ambrym Maillard

Beyond UDA: Examining Temporal and Frequency Representations in Time Series Transfer

Ching Chieh Tsao, Fang-Yi Su, Jung-Hsien Chiang

Increasing Batch Size Improves Convergence of Stochastic Gradient Descent with Momentum

Keisuke Kamo, Hideaki Iiduka

Information-Based Exploration via Random Features for Reinforcement Learning

Waris Radji, Odalric-ambrym Maillard

JurisGraph Insight Engine 1.0v: A Legal Question Answering System Based on Large Language Models and Knowledge Graphs

Haiguang Zhang

Faster Convergence of Riemannian Stochastic Gradient Descent with Increasing Batch Size

Kanata Oowada, Hideaki Iiduka

Multi-play Multi-armed Bandits with Shareable Arm Capacities Revisited: Settling Scarce Capacity

Hanyang Li, Hong Xie, Defu Lian

Overcoming Domain Knowledge Forgetting in Continual Test-Time Adaptation via Siamese Networks

Zhihong Xu, Wenjun Shi, Dongchen Zhu, Xiaolin Zhang, Lei Wang

Emergence of the Primacy Effect in Structured State-Space Models

Takashi Morita

Round Attention: A Novel Round-Level Attention Mechanism to Accelerate LLM Inference

Yaohua Tang, Zhicheng Hu, Kun Cheng, Fan Mo, Qiheng Lyu

Both Asymptotic and Non-Asymptotic Convergence of Quasi-Hyperbolic Momentum using Increasing Batch Size

Kento Imaizumi, Hideaki Iiduka

Relaxed Transition Kernels can Cure Underestimation in Adversarial Offline Reinforcement Learning

Ziyu Wang, Ping-Chun Hsieh, Yu-Shuen Wang, Yun-Hsuan Lien

Deviation-based multiple coefficient item mixer for heterogeneous set-to-set matching

Hirotaka Hachiya, Kajishiro Yukito

AHSG: Adversarial Attack on High-level Semantics in Graph Neural Networks

Kai Yuan, Jiahao Zhang, Yidi Wang, Pei Xiaobing

Target Return Optimizer for Multi-Game Decision Transformer

Kensuke Tatematsu, Akifumi Wachi

D$^3$epth: Distilling Diffusion Models For Efficient Depth Estimation Through A Two-Stage Approach

Bo-Chih Chuang, Wei-Tung Lin, Shang-Fu Chen, Kailung Hua

Harnessing Large Language and Vision-Language Models for Robust Out-of-Distribution Detection

Pei-Kang Lee, Jun-Cheng Chen, Ja-ling Wu

Multi-thresholding Good Arm Identification with Bandit Feedback

Xuanke Jiang, Sherief Hashima, Kohei Hatano, Eiji Takimoto

Iterative Selection with Self-Review for Vocabulary Test Distractor Generation

Yu-Cheng Liu, An-Zi Yen

Activation Steering Meets Preference Optimization: Defense Against Jailbreaks in Vision Language Model

Sihao Wu, Gaojie Jin, Wei Huang, Jianhong Wang, Xiaowei Huang

Punching Above Precision: Small Quantized Model Distillation with Learnable Regularizer

Abdur Rehman, S M A Sharif, Md Abdur Rahaman, Mohamed Jismy Aashik Rasool, Seongwan Kim