Ax Daewon Yoon, Hyeongseok Lee, Wonsik Shin, Sangyu Han, Nojun Kwak 20d ago

MSG Score: Automated Video Verification for Reliable Multi-Scene Generation

MSG Score automated metric for verifying coherent multi-scene video generation from text-to-video diffusion models at runtime.

Ax Jingchun Lian, Lingyu Liu, Yaxiong Wang, Yujiao Wu, Lianwei Wu, Li Zhu, Zhedong Zheng 20d ago

Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline

Multimodal task for facial forgery detection generating attribution reports with localization and natural language explanations of manipulations.

Ax Penghui Yang, Cunxiao Du, Fengzhuo Zhang, Haonan Wang, Tianyu Pang, Chao Du, Bo An 20d ago

LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification

LongSpec efficient speculative decoding for long-context LLM inference with novel drafting and verification methods for agent applications.

Ax Xiaoxiao Liu, Qingying Xiao, Bingquan Zhang, Junying Chen, Xiangyi Feng, Ziniu Li, Xiang Wan, Jian Chang, Guangjun Yu, Yan Hu, Benyou Wang 20d ago

Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges

Evaluation framework and benchmark for LLMs in intelligent outpatient referral systems, assessing dynamic healthcare application capabilities.

Ax Lukas Twist, Jie M. Zhang, Mark Harman, Don Syme, Joost Noppen, Helen Yannakoudakis, Detlef Nauck 20d ago

A Study of LLMs' Preferences for Libraries and Programming Languages

Empirical study of LLM preferences for programming languages and libraries across eight models, revealing systemic biases in code generation.

Ax Kewei Lian, Shaofei Cai, Yilun Du, Yitao Liang 20d ago

Toward Memory-Aided World Models: Benchmarking via Spatial Consistency

Benchmark for evaluating memory-augmented world models via spatial consistency across simulation and planning tasks.

Ax Linxuan He, Lingxiang Fan, Qing-Shan Jia, Ang Li, Hongyan Sang, Ling Wang, Guanghui Wen, Jiwen Lu, Tao Zhang, Jie Zhou, Yi Zhang, Yisen Wang, Peng Wei, Zhongyuan Wang, Henry X. Liu, Shuo Feng 20d ago

Towards provable probabilistic safety for scalable embodied AI systems

Framework for achieving provable probabilistic safety in embodied AI systems combining models with physical plants for safety-critical deployment.

Ax Yuhao Wu, Yushi Bai, Zhiqiang Hu, Roy Ka-Wei Lee, Juanzi Li 20d ago

LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning

LongWriter-Zero uses reinforcement learning to overcome LLM generation length limits and quality degradation for ultra-long text generation.

Ax Yuanchen Bai, Zijian Ding, Shaoyue Wen, Xiang Chang, Angelique Taylor 20d ago

Before Humans Join the Team: Diagnosing Coordination Failures in Healthcare Robot Team Simulation

Agent-simulation approach for diagnosing coordination failures in healthcare robot teams before human collaboration, using simulation-based testing.

Ax Lin-Han Jia, Si-Yu Han, Wen-Chao Hu, Jie-Jing Shao, Wen-Da Wei, Zhi Zhou, Lan-Zhe Guo, Yu-Feng Li 20d ago

Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-Supervised Learning

Method for quantitatively estimating target task performance from unsupervised pretext tasks in semi/self-supervised learning without post-training evaluation.

Ax Amir Rezaei Balef, Katharina Eggensperger 20d ago

In-Context Decision Making for Optimizing Complex AutoML Pipelines

In-context decision making for AutoML pipeline optimization using LLMs to handle algorithm selection, hyperparameter tuning, and modern ML adaptation techniques.

Ax Wangsong Yin, Daliang Xu, Mengwei Xu, Gang Huang, Xuanzhe Liu 20d ago

ShadowNPU: System and Algorithm Co-design for NPU-Centric On-Device LLM Inference

ShadowNPU system-algorithm co-design for on-device LLM inference on NPUs, addressing quantization sensitivity in attention operators.

Ax Maolin Sun, Yibiao Yang, Yuming Zhou 20d ago

Once4All: Skeleton-Guided SMT Solver Fuzzing with LLM-Synthesized Generators

Once4All uses LLM-synthesized generators guided by SMT solver structure for fuzzing-based testing of satisfiability modulo theory solvers.

Ax Gowreesh Mago, Pascal Mettes, Stevan Rudinac 20d ago

Looking Beyond the Obvious: A Survey on Abstract Concept Recognition for Video Understanding

Survey on abstract concept recognition in video understanding, comparing machine capability with human ability to recognize intangible concepts.

Ax Zuzanna Gawrysiak, Krzysztof Krawiec 20d ago

Physics-Informed Spectral Modeling for Hyperspectral Imaging

PhISM physics-informed deep learning for hyperspectral imaging using unsupervised learning and continuous basis functions for classification and regression.

Ax Ziyun Zeng, David Junhao Zhang, Wei Li, Mike Zheng Shou 20d ago

Draw-In-Mind: Rebalancing Designer-Painter Roles in Unified Multimodal Models Benefits Image Editing

Draw-In-Mind rebalances multimodal model responsibilities between understanding and generation for improved image editing through unified architecture.

Ax Junsong Li, Jie Zhou, Bihao Zhan, Yutao Yang, Qianjun Pan, Shilian Chen, Tianyu Huai, Xin Li, Qin Chen, Liang He 20d ago

LifeAlign: Lifelong Alignment for Large Language Models with Memory-Augmented Focalized Preference Optimization

LifeAlign framework enables lifelong alignment of LLMs across sequential tasks while preventing catastrophic forgetting using memory-augmented preference optimization.

Ax Wenyu Li, Xiaoqi Jiao, Yi Chang, Guangyan Zhang, Yiwen Guo 20d ago

AudioRole: An Audio Dataset for Character Role-Playing in Large Language Models

AudioRole dataset for multimodal audio role-playing in LLMs, addressing synchronized alignment of semantic content and vocal characteristics for persona simulation.

Ax Renhua Ding, Xiao Yang, Zhengwei Fang, Jun Luo, Kun He, Jun Zhu 20d ago

Invisible to Humans, Triggered by Agents: Stealthy Jailbreak Attacks on Mobile Vision-Language Agents

Stealthy jailbreak attack framework for mobile vision-language agents operating smartphone interfaces with imperceptible adversarial inputs.

Ax Muhammad Junaid Asif, Abdul Rehman, Asim Mehmood, Muhammad Hamza, Rana Fayyaz Ahmad, Shazia Saqib 20d ago

Leveraging Wireless Sensor Networks for Real-Time Monitoring and Control of Industrial Environments

IoT-based wireless sensor network system for industrial monitoring and control using Arduino microcontrollers and NRF transceivers.

Ax Roberto Brusnicki, David Pop, Yuan Gao, Mattia Piccinini, Johannes Betz 20d ago

Can VLMs Unlock Semantic Anomaly Detection? A Framework for Structured Reasoning

SAVANT framework for semantic anomaly detection in autonomous driving using structured reasoning with open-source VLMs.

Ax Yoshinari Fujinuma 20d ago

Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-Judge

Contrastive decoding method addressing score range bias in LLM-as-a-judge for reliable evaluation without reference comparisons.

Ax Yuansheng Ni, Songcheng Cai, Xiangchao Chen, Jiarong Liang, Zhiheng Lyu, Jiaqi Deng, Kai Zou, Ping Nie, Fei Yuan, Xiang Yue, Wenhu Chen 20d ago

VisCoder2: Building Multi-Language Visualization Coding Agents

VisCoder2 multi-language visualization coding agent using LLMs with iterative execution and correction for improved practical workflows.

Ax Zihan Zhao, Kaushik Pendiyala, Masood Mortazavi, Ning Yan 20d ago

PULSE: Privileged Knowledge Transfer from Rich to Deployable Sensors for Embodied Multi-Sensory Learning

PULSE framework for knowledge transfer from information-rich to deployable sensors in embodied multi-sensory systems.

Ax Qingyue Zhang, Chang Chu, Tianren Peng, Qi Li, Xiangyang Luo, Zhihao Jiang, Shao-Lun Huang 20d ago

LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis

LoRA-DA framework establishing theoretical foundation for data-aware LoRA initialization using asymptotic analysis for parameter-efficient fine-tuning.

Ax Yuhua Jiang, Shuang Cheng, Yihao Liu, Ermo Hua, Che Jiang, Weigao Sun, Yu Cheng, Feifei Gao, Biqing Qi, Bowen Zhou 20d ago

Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism

Nirvana specialized generalist model with task-aware memory mechanism combining broad LLM capabilities with domain adaptation.

Ax Mauro Cettolo, Marco Gaido, Matteo Negri, Sara Papi, Luisa Bentivogli 20d ago

How to Evaluate Speech Translation with Source-Aware Neural MT Metrics

Neural metrics for speech translation evaluation that incorporate source text information to improve correlation with human judgments.

Ax Zhixiong Zhao, Fangxin Liu, Junjie Wang, Chenyang Guan, Zongwu Wang, Li Jiang, Haibing Guan 20d ago

SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization

SpecQuant framework for ultra-low-bit LLM quantization using spectral decomposition and adaptive truncation for efficient device deployment.

Ax Shihan Cheng, Nilesh Kulkarni, David Hyde, Dmitriy Smirnov 20d ago

Less is More: Data-Efficient Adaptation for Controllable Text-to-Video Generation

Data-efficient fine-tuning method for text-to-video diffusion models using sparse synthetic data to add new generative controls.

Ax Zehong Ma, Longhui Wei, Shuai Wang, Shiliang Zhang, Qi Tian 20d ago

DeCo: Frequency-Decoupled Pixel Diffusion for End-to-End Image Generation

DeCo framework for efficient pixel-space image generation using frequency-decoupled diffusion transformers.

Ax Jie Li, Hongyi Cai, Mingkang Dong, Muxin Pu, Shan You, Fei Wang, Tao Huang 20d ago

Pistachio: Towards Synthetic, Balanced, and Long-Form Video Anomaly Benchmarks

Pistachio synthetic benchmark for video anomaly detection with balanced scene diversity and temporal complexity for autonomous systems.

Ax Chin-Chia Michael Yeh, Uday Singh Saini, Xin Dai, Xiran Fan, Shubham Jain, Yujie Fan, Jiarui Sun, Junpeng Wang, Menghai Pan, Yingtong Dou, Yuzhong Chen, Vineeth Rakesh, Liang Wang, Yan Zheng, Mahashweta Das 20d ago

TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding

TREASURE foundation model for transaction understanding in payment networks, enabling anomaly detection and consumer insights at scale.

Ax Run Shao, Ziyu Li, Zhaoyang Zhang, Linrui Xu, Xinran He, Hongyuan Yuan, Bolei He, Yongxing Dai, Yiming Yan, Yijun Chen, Wang Guo, Haifeng Li 20d ago

Asking like Socrates: Socrates helps VLMs understand remote sensing images

Socratic questioning framework improving VLM understanding of remote sensing images by addressing pseudo-reasoning and incomplete perception issues.

Ax Huangsen Cao, Qin Mei, Zhiheng Li, Yuxi Li, Zhan Meng, Ying Zhang, Chen Li, Zhimeng Zhang, Xin Ding, Yongwei Wang, Jing Lyu, Fei Wu 20d ago

REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection

REVEAL framework for detecting AI-generated images with forensic explainability through structured reasoning rather than post-hoc rationalizations.

Ax Junnan Liu, Hongwei Liu, Songyang Zhang, Kai Chen 20d ago

Rectifying LLM Thought from Lens of Optimization

Analysis of chain-of-thought reasoning in LLMs from optimization lens, addressing overthinking and performance issues in long-CoT prompting.

Ax Chihyeon Song, Jaewoo Lee, Jinkyoo Park 20d ago

Adaptive Replay Buffer for Offline-to-Online Reinforcement Learning

Adaptive Replay Buffer for offline-to-online reinforcement learning that dynamically balances fixed offline data with new online experiences.

Ax Yuqun Zhang, Yuxuan Zhao, Sijia Chen 20d ago

PyFi: Toward Pyramid-like Financial Image Understanding for VLMs via Adversarial Agents

PyFi framework for financial image understanding using vision-language models with adversarial agents and 600K QA dataset organized in reasoning pyramid.

Ax Carla Crivoi, Radu Tudor Ionescu 20d ago

Machine Unlearning in the Era of Quantum Machine Learning: An Empirical Study

First empirical study of machine unlearning in hybrid quantum-classical neural networks, adapting classical unlearning methods to variational quantum circuits.

Ax Tianxin Xie, Wentao Lei, Kai Jiang, Guanjie Huang, Pengfei Zhang, Chunhui Zhang, Fengji Ma, Haoyu He, Han Zhang, Jiangshan He, Jinting Wang, Linghan Fang, Lufei Gao, Orkesh Ablet, Peihua Zhang, Ruolin Hu, Shengyu Li, Weilin Lin, Xiaoyang Feng, Xinyue Yang, Yan Rong, Yanyun Wang, Zihang Shao, Zelin Zhao, Chenxing Li, Shan Yang, Wenfu Wang, Meng Yu, Dong Yu, Li Liu 20d ago

PhyAVBench: A Challenging Audio Physics-Sensitivity Benchmark for Physically Grounded Text-to-Audio-Video Generation

Benchmark for evaluating physics-grounded audio in text-to-audio-video generation models.

Ax Md Ajoad Hasan, Dipayan Saha, Khan Thamid Hasan, Nashmin Alam, Azim Uddin, Sujan Kumar Saha, Mark Tehranipoor, Farimah Farahmandi 20d ago

LAsset: An LLM-assisted Security Asset Identification Framework for System-on-Chip (SoC) Verification

LLM-assisted framework for identifying security assets in SoC designs to improve pre-silicon security verification.

Ax Nelvin Tan, Yaowen Zhang, James Asikin Cheung, Fusheng Liu, Yu-Ching Shih, Dong Yang 20d ago

Improved Evidence Extraction and Metrics for Document Inconsistency Detection with LLMs

LLM-based framework for document inconsistency detection with improved evidence extraction capabilities and metrics.

Ax Xiang Li, Xueheng Li, Yu Wang, Xuanhua He, Zhangchi Hu, Weiwei Yu, Chengjun Xie 20d ago

Q-Probe: Scaling Image Quality Assessment to High Resolution via Context-Aware Agentic Probing

RL-enhanced MLLM approach for high-resolution image quality assessment using context-aware multi-scale visual probing.

Ax Md Nabi Newaz Khan, Abdullah Arafat Miah, Yu Bi 20d ago

BadImplant: Injection-based Multi-Targeted Graph Backdoor Attack

Multi-targeted backdoor attack method for graph neural networks using injection-based trigger mechanisms.

Ax Daixuan Cheng, Shaohan Huang, Yuxian Gu, Huatong Song, Guoxin Chen, Li Dong, Wayne Xin Zhao, Ji-Rong Wen, Furu Wei 20d ago

Computer Environments Elicit General Agentic Intelligence in LLMs

Framework virtualizing computer environments as interactive tools to elicit general agentic intelligence capabilities in LLMs.

Ax Evangelos Georganas, Alexander Heinecke, Pradeep Dubey 20d ago

Space Filling Curves is All You Need: Communication-Avoiding Matrix Multiplication Made Simple

Space filling curves applied to communication-avoiding matrix multiplication for efficient HPC and deep learning workloads.

Ax Jun Xue, Yi Chai, Yanzhen Ren, Jinshen He, Zhiqiang Tang, Zhuolin Yi, Yihuan Huang, Yuankun Xie, Yujie Chen 20d ago

Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMs

Audio LLM-based approach for detecting speech editing and localizing manipulated content without frame-level supervision.

Ax Shiyu Liu, Xinyi Wen, Zhibin Lan, Ante Wang, Jinsong Su 20d ago

Countering the Over-Reliance Trap: Mitigating Object Hallucination for LVLMs via a Self-Validation Framework

Self-validation framework mitigating object hallucination in Large Vision-Language Models via structured analysis.

Ax Powei Chang, Jinpeng Zhang, Bowen Chen, Chenyu Wang, Chenlu Guo, Yixing Zhang, Yukang Gao, JianXiang Xiang, Yue Gao, Chaoqun Sun, Yiyi Chen, Dongying Kong 20d ago

SPICE: Submodular Penalized Information-Conflict Selection for Efficient Large Language Model Training

Submodular-based data selection for efficient LLM instruction tuning by addressing gradient conflicts in Fisher information.

Ax Basile Terver, Randall Balestriero, Megi Dervishi, David Fan, Quentin Garrido, Tushar Nagarajan, Koustuv Sinha, Wancong Zhang, Mike Rabbat, Yann LeCun, Amir Bar 20d ago

A Lightweight Library for Energy-Based Joint-Embedding Predictive Architectures

Open-source library for learning representations and world models using Joint-Embedding Predictive Architectures.

Ax J Rosser, Robert Kirk, Edward Grefenstette, Jakob Foerster, Laura Ruis 20d ago

Infusion: Shaping Model Behavior by Editing Training Data via Influence Functions

Framework using influence functions to craft training data perturbations that induce targeted behavior changes in models.