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Virtual Encoders in Multimodal Transformers

Katsuya Ogata, Yuta Nakashima

2026-10-19

Multilingual Reasoning Cascades Need More Context

Arnav Mazumder, Dengjia Zhang, Shuyue Stella Li, Yulia Tsvetkov, Niyati Bafna

2026-10-19

Humanity's Last Exam

Long Phan, Alice Gatti, Ziwen Han, Nathaniel Li, Josephina Hu, Hugh Zhang, Chen Bo Calvin Zhang, Mohamed Shaaban, John Ling, Sean Shi, Michael Choi, Anish Agrawal, Arnav Chopra, Adam Khoja, Ryan Kim, Richard Ren, Jason Hausenloy, Oliver Zhang, Mantas Mazeika, Dmitry Dodonov, Tung Nguyen, Jaeho Lee, Daron Anderson, Mikhail Doroshenko, Alun Cennyth Stokes, Mobeen Mahmood, Oleksandr Pokutnyi, Oleg Iskra, Jessica P. Wang, John-Clark Levin, Mstyslav Kazakov, Fiona Feng, Steven Y. Feng, Haoran Zhao, Michael Yu, Varun Gangal, Chelsea Zou, Zihan Wang, Serguei Popov, Robert Gerbicz, Geoff Galgon, Johannes Schmitt, Will Yeadon, Yongki Lee, Scott Sauers, Alvaro Sanchez, Fabian Giska, Marc Roth, Søren Riis, Saiteja Utpala, Noah Burns, Gashaw M. Goshu, Mohinder Maheshbhai Naiya, Chidozie Agu, Zachary G

2026-10-19

Autonomous intelligence for mining productivity: a multi-agent AI approach to operational value creation

N Guerin, A Dehoux, M Nakhla

2026-10-19

GLOBE: Geometry-Led Online Behavioral Early Exit via Unit-Sphere Trajectories

Xinyue Peng, Zhenlin Liang, Meng Cai, Hua Wang

2026-10-19

Reconstruction and Discrete-Event Simulation Assessment of an Analytical

Mohsen Reda Mahmoud Moursi, Ahmed Stohy

2026-10-19

Behavioral Probes for Information Flow in LLM Swarms

Junhui Chen, Yu Zhang, Lantian Li, Dong Wang

2026-10-19

Bayesian Preference Learning for Test-Time Steerable Reward Models

Jiwoo Hong, Shao Tang, Zhipeng Wang

2026-10-19

Token-Set Choice Confounds POPE: A Systematic Audit of Yes/No Extraction in VLM Hallucination Evaluation

Kesav Kumar Jayakumar, Karthigeyan Thilak

2026-10-19

ABACUS: Program-Guided Multistep Reasoning over Frozen Judgment Models

Yuhao Wang, Zelin Zang

2026-10-19

Global probabilistic forecasting of air pollution

Ammar Kheder, Michael Boy, Zhi-song Liu

2026-10-19

RoboPocket: Improve Robot Policies Instantly with Your Phone

Junjie Fang, Wendi Chen, Han Xue, Fangyuan Zhou, Tian Le, Yi Wang, Yuting Zhang, Jun Lv, Chuan Wen, Cewu Lu

2026-10-19

How to Reduce Whisper Hallucination

Husein Zolkepli

2026-10-19

MITRA-lexicon: Lexica of attested translations from Sanskrit into English, Tibetan and Chinese

Sebastian Nehrdich, Kengo Harimoto, Sven Sellmer, Oliver Hellwig

2026-10-19

FisherEdit: Fisher Information Guided Knowledge Editing for Large Language Models

Yizhou Yang, Jiahong Fu, Zhiwu Wang, Kailong Fan, Haokun Lin, Yichen Wu, Zhenan Sun, Renzhen Wang, Deyu Meng

2026-10-19

Universal Learning of Nonlinear Dynamics

Evan Dogariu, Anand Brahmbhatt, Elad Hazan

2026-10-19

CALM: Consistency-Aware Logit Masking in Decoding Space for Mitigating Overthinking of Large Reasoning Models

Shengjing Liu, Feiyang Li, Yuxuan Yang, Yile Wang, Hui Huang

2026-10-19

An Analysis of Semantic and Spatio-Temporal Co-evolution for Edge Classification on Dynamic Text-Attributed Graphs

Tyler Bonnet, Marek Rei

2026-10-19

Fundus-R1: Training a Fundus-Reading MLLM on Public Data

Yuchuan Deng, Qijie Wei, Kaiheng Qian, Jiazhen Liu, Bangxiang Lan, Qingwei Shen, Jianfeng Dong, Weihong Yu, Xirong Li

2026-10-19

CrossPortrait: Cross-Species Portrait Animation via Adversarial Motion Alignment

Gezhong Pan, Zhe Li, Yunfan Tao, Yongheng Zhao, Shiqi Zhou, Juyong Zhang, Xiaosong Jia, Yanyong Zhang, Shuquan Ye, Shaofeng Zhang

2026-10-19

Motor compound fault diagnosis using an attention-based cross-talk architecture

Wonjun Yi, Wonho Jung, Junho Kim, Rismaya Kumar Mishra, Yong-Hwa Park

2026-10-19

Manifold-Constrained Residual Adaptation with Frame-Adaptive Layer Aggregation for Speaker Verification

Zezhong Jin, Xiaoyu Wang, Zhe Li, Chong-Xin Gan, Siqing Qin, Man-Wai Mak, Kong Aik Lee

2026-10-19

Rethinking Sparse-View 3D Gaussian Splatting: A Few-Shot Learning Perspective on Overfitting Prevention

Lejia Ye, Bin Wu, Jingjing Gao, Yiyang Wu, Xiaohu Zhang

2026-10-19

Early Semantic Grounding in Image Editing Models for Zero-Shot Referring Image Segmentation

Jingxuan He, Xiyu Wang, Yunke Wang, Mengyu Zheng, Chang Xu

2026-10-19

Benefit-Targeted Routing and Bounded Revision for LLM-Based Evidence Screening in Manufacturing Supplier Discovery

Yijiashun Qi, Hanzhe Guo, Yuxuan Li

2026-10-19

Better Retrieval, Limited Clustering Gains: A Controlled Study of Multilingual Company Entity Resolution

Yijiashun Qi, Yuxuan Li, Hanzhe Guo

2026-10-19

Minimum-Cost Robust Evidence Certificates for Horn Reasoning under Correlated Source Failures

Yukun Yang

2026-10-19

ActionRoPE: action as coordinates for spatially consistent control in planar-camera game world models

Zhiyang Deng, Yuzhe Wu, Zijun Lin, Yeying Jin

2026-10-19

Power Distribution Bridges Sampling, Self-Reward RL, and Self-Distillation

Akiyoshi Tomihari, Issei Sato

2026-10-19

Rethinking Cross-Layer Information Routing in Diffusion Transformers

Chao Xu, Maohua Li, Qirui Li, Yixuan Xu, Yanke Zhou, Yunhe Li, Cuifeng Shen, Hanlin Tang, Kan Liu, Tao Lan, Lin Qu, Shao-Qun Zhang

2026-10-20

Fresh Papers

GazeRIB: Systematic Evaluation of Multi-Reader Gaze-Guided Chest X-ray Learning

Nattakorn Kittisut, Roy M. Gabriel, Marly van Assen, Mohammadreza Zandehshahvar, Carlo N. De Cecco, Elizabeth A. Krupinski, Ali Adibi

2026-10-30

Latent Reasoning in Continuous Space for Unified Multimodal Models

Byungwoo Jeon, Yoonwoo Jeong, Hyunseok Lee, Minsu Cho, Jinwoo Shin

2026-10-30

Flide: Accelerating Decision Inference with Exact State Forking

Bobo Li, Jiajia Song, Hao Fei, Wynne Hsu, Mong Li Lee

2026-10-30

Latent Sparse Attention: Towards Subquadratic Ultra-Long Context Attention

Ales Kubicek, Andrea Caciolai, Liangzu Peng, Sukrit Sumant, Benjamin Hoover, Fraser Greenlee, Ruairidh M. Battleday, Radim Urban, Torsten Hoefler, James C. R. Whittington

2026-10-30

Hierarchical World Models with Implicit Dynamics

Gaoyue Zhou, Yvonne Wu, Zichen Jeff Cui, Nicolas Ballas, Mido Assran, Lerrel Pinto, Yann LeCun

2026-10-30

SemEllipsoid: Semantic-aware Shape Abstraction with Ellipsoid

Kuankuan Cheng, Haocheng Yuan, Changjian Li

2026-10-30

RoboArchitect: Automating the Design of Robotic Agents with Persistent Memory

Shengguang Wu, Suning Huang, Cherie Ho, Ria Doshi, Hao Zhu, Serena Yeung-Levy

2026-10-30

Counting on Dummies: Privacy Amplification with Observable Counts and Truncated Batches

Vitaly Feldman, Audra McMillan, Kunal Talwar

2026-10-30

ReLift: Dense 3D Tracking as Lifted Trajectory Repair

Assaf Singer, Maroun Khriesh, Noam Rotstein, Yoni Kasten, Or Litany

2026-10-30

A Better Critic Matters for Distribution Matching Distillation

Zongze Wu, Xianbang Wang, Zhengyang Geng, Mingdeng Cao, Zhoutong Zhang, Richard Zhang, Eli Shechtman, Ruiming Cao

2026-10-30

SUREON: A Benchmark and Vision-Language Model for Surgical Reasoning

Alejandra Perez, Anita Rau, Busisiwe Mlambo, Lee White, Aina Brunet, Juan Verde, Juan Caicedo, Joël L. Lavanchy, Adam Schmidt, Chinedu Nwoye, Omid Mohareri, Muhammad Abdullah Jamal

2026-10-30

Instance-dependent sequential limits as an exact information ledger

Akshay Balsubramani

2026-10-30

DecisionRank: On-Policy Distillation for Decision-Model Rerankers

Yanran Wu, Dian Yu, Chongyang Bai, Jieyi Zhang, Rui Liu, Tianyi Chen, Shike Mei, Hang Cui, Frank Shyu, Sandeep Pandey, Luke Simon, Chunwei Liu, Xi Liu

2026-10-30

Tracing the Influence of Retrieved Literature on Scientific Ideation in LLMs

Zhipin Wang, Koel Dutta Chowdhury, Christoph Leiter, Steffen Eger

2026-10-30

Metacognitive Decoding: Efficient Inference for Diffusion Language Agents

Mingyu Zhao, Shuhang Lin, Ligong Han, Xiaojing Yu, Zhenting Wang, Yifei Pang, Yang Zhou, Dimitris N. Metaxas

2026-10-30

Physiological Trajectories and Observation Patterns in ICU Mortality Prediction: Transportability Under Changing Measurement Conditions

Benjamin T. Pike

2026-10-30

TamilEOT: A Dataset and Model for Semantic End-of-Turn Detection in Tamil Telephone Speech

Santhoshkumar V

2026-10-30

Model Organisms of Collusion: Corrective Transfer in Untrusted Monitors

Juan-Pablo Rivera, Ari Spiesberger, Juan J Vazquez, Arun Jose, Axel Ahlqvist, Adeline Kassler, Meru Gopalan, Sandy Tanwisuth, John Hughes

2026-10-30

Self-Building Labs

Jiaru Bai, Yuchi Zhao, Han Hao, Elia Savino, Miroslav Bogdanovic, Derk H. W. ten Klooster, Simone Pilon, Timothy Noël, Yang Cao, Varinia Bernales, Alán Aspuru-Guzik

2026-10-30

Interpretability-by-Design with Accurate Locally Additive Models and Conditional Feature Effects

Vasilis Gkolemis, Loukas Kavouras, Dimitrios Kyriakopoulos, Konstantinos Tsopelas, Dimitrios Rontogiannis, Giuseppe Casalicchio, Theodore Dalamagas, Christos Diou

2026-10-30

Instruction-Tuning Open-Weight Language Models for BPMN Model Generation

Gökberk Çelikmasat, Atay Özgövde, Fatma Başak Aydemir

2026-10-30

Learning to Reason from Reference Samples Alone: Reinforced Adversarial Learning for Modern LLM Post-Training

Albert Bou, Javier Valdes-Aleman, Jon M. Laurent, Samuel G. Rodriques, Andrew D. White, Michaela Hinks, Siddharth Narayanan

2026-10-30

Gradient Descent on Two ReLU Neurons: Global Landscape and Bifurcation Dynamics

Binghua Li, Mengzhe Li, Denny Wu, Tianhao Wang

2026-10-30

Fast Privacy Loss Accounting for Random Allocation via Multiscale FFT

Vitaly Feldman, Moshe Shenfeld

2026-10-30

ACCT: Asymmetric Cross-LLM Context Transfer

Yuzhe Liu, Haolin Tian, Tonghan Wang

2026-10-30

Subquadratic Attention with a Hierarchical Tree-Structured Indexer

Leon Lufkin, Cutter Dawes, Alexander Speicher, Kamesh Krishnamurthy, Tomás Figliolia, Beren Millidge

2026-10-30

Windowed-MTP: Removing the Full-Context Draft-KV Tax at Million-Token Context

Alagappan Valliappan

2026-10-30

SATFRONT: Detecting Atmospheric Fronts with Satellite Data using Machine Learning

Ioannis Dravilas, Miruna Stoicescu, Roope Tervo, Carlos Horn, Oriol Hinojo Comellas, Sina Montazeri, Andrea Meraner, Ana Lucic

2026-10-30

Regret-Optimal Wasserstein-Robust Linear Regression

Sloan Nietert, Daniel Kuhn

2026-10-30

Hard Constraint Projection in a Physics Informed Neural Network (Burgers)

Miranda J S Horne, Peter K Jimack, Amirul Khan, He Wang

2026-10-30

reinforcement learning

ClueFlow: Learning Long-Horizon Search through Attributed Research-State Transitions

Yicheng Wang, Wentao Tan, Yidan Huang, Yifei Liu, Qiong Cao

2026-10-19

Correctness-Dependent Asymmetric Target Distributions for Self-Distillation Policy Optimization

Suwan Yoon, Seongryong Jung, Changhee Lee

2026-10-19

Bayesian Preference Learning for Test-Time Steerable Reward Models

Jiwoo Hong, Shao Tang, Zhipeng Wang

2026-10-19

EmbodiedWorld-200K: Toward Embodied World Agents via Embodied-Planning Dataset and Interactive World Models

X. Feng, J. Tang, Z. Lin, L. Chen, S. Shao, Q. Lu, K. Huang

2026-10-19

Productive State-Space Exploration for Multi-turn RL in LLM Agents

Mohammed Haroon Dupty, Yong Liang Goh, Song Guo, Wee Sun Lee

2026-10-19

Policy Search in Code Space for Multi-Agent Pathfinding

Matthias Eder, Pantelis Emmanouil, Vivek Farias, Fabian Fischer, Adam Jozefiak, Tianyi Peng, Thomas Ulz, Raphael Watschinger, Fangyu Wu, Andrew Zheng

2026-10-19

Fundus-R1: Training a Fundus-Reading MLLM on Public Data

Yuchuan Deng, Qijie Wei, Kaiheng Qian, Jiazhen Liu, Bangxiang Lan, Qingwei Shen, Jianfeng Dong, Weihong Yu, Xirong Li

2026-10-19

Overton Pluralistic Reinforcement Learning for Large Language Models

Yu Fu, Seongho Son, Ilija Bogunovic

2026-10-19

Learn the Interface, Not the Implementation: Output Representation Dominates Training Regime in LLM-Based RTL Generation

Siddharth Patel, Vikram Singh, Siddharth Savyasachi Malu, Rohit Singh

2026-10-19

Learning to Reason Efficiently with Interventional Step Credit

Guanda Li, Xuefeng Bai, Yulong Chen, Zhiyong Wang, Kehai Chen, Min Zhang

2026-10-19

CODA: Cohort- and Drift-aware Foundation Model for Multimodal Clinical Reasoning

Changshuo Liu, Jiaqi Zhu, Wenqiao Zhang, Xiaokui Xiao, Beng Chin Ooi

2026-10-19

Power Distribution Bridges Sampling, Self-Reward RL, and Self-Distillation

Akiyoshi Tomihari, Issei Sato

2026-10-19

Adaptive Decoding Methods for Token-Efficient Reinforcement Learning

Zhaonan Li, Zelei Cheng, Amritansh Mishra, Chia-Hsuan Lee, Mann Patel, Sambit Sahu, Ben Zhou, William M. Campbell

2026-10-19

Rubrics Beyond Evaluation: Exploiting Rubric Structure in Reinforcement Learning

Yuxun Huang, Yunyao Zhang, ZeLiang Chen, Yi-Ping Phoebe Chen, Junqing Yu, Zikai Song

2026-10-19

Benchmarking the Limits of In-Context Reinforcement Learning for Ad-Hoc Teamwork

Yuheng Jing, Kai Li, Ziwen Zhang, Jiajun Zhang, Zeyao Ma, Jiaxi Yang, Lei Zhang, Zhe Wu, Jinmin He, Junliang Xing, Jian Cheng

2026-10-19

Where RL Breaks: Localizing and Repairing Failures via Targeted Continued Pretraining

Xinyi Wang, Danqi Chen

2026-10-19

Is it RL or Data? A Controlled Comparison of GRPO and Rejection-Sampling Fine-Tuning

Lakshya Chaudhry

2026-10-19

UniJev: Separating Accuracy from Calibration in Trimodal System One Decision Models

Jianing Wang, Youwen Jian, Derong Wang, Jinyang Yu, Qingyi Si, Chuanyu Qin, Yanghua Xiao, Hongcheng Guo

2026-10-19

Remember Less, Adapt Longer: Bounded-State In-Context Reinforcement Learning with Recurrent Summary Memory

Jiawen Wang, Cheng Xue, Peng Zhang, Jochen Renz

2026-10-19

MAPS: A Multi-Agent Personalized Script-Driven Video Advertising System Enhanced by Reinforcement Learning

Zhongyu Wang, Chen Zuo, Qingxuan Sun, Jiayang Qiao, Qiuhao Qian, Songyan Cui, Guocheng Chen

2026-10-19

Anatomy of Off-Policy Policy Gradient: Importance Sampling, KL Regularization, and Baselines

Haoqun Cao, Yurun Yuan, Tengyang Xie

2026-10-19

IRPM: Intergroup Relative Preference Modeling for Pointwise Generative Reward Models

Haonan Song, Qingchen Xie, Huan Zhu, Feng Xiao, Luxi Xing, Liu Kang, Fuzhen Li, Zhiyong Zheng, Feng Jiang, Ziheng Li, Kun Yan, Qingyi Si, Yanghua Xiao, Hongcheng Guo, Fan Yang

2026-10-19

Predictive Bandit Curriculum Reinforcement Learning via Gradient-Based Sample Group Discovery

Liang Xu, Shufan Shen, Zhongni Hou, Chao Bi, Yufei Zhang, Wei Lin, Guojun Yin, Shuhui Wang

2026-10-19

Train Separately, Merge Together: Modular Post-Training with Mixture-of-Experts

Jacob Morrison, Sanjay Adhikesaven, Akshita Bhagia, Matei Zaharia, Noah A. Smith, Sewon Min

2026-10-19

ToolOPD: Credit-Aware On-Policy Distillation for Tool-Use Agents

Chu Zhao, Lei Tang, Yanming Wang, Jianzhe Zhao, Guibing Guo, Zhengzong Chen, Yuanyuan Zhao, Fei Huang

2026-10-19

Task-Oriented Sensing and Covert Transmissions for Collaborative Multi-AUV Systems

Xueyao Zhang, Bo Yang, Chenyang Yan, Xuelin Cao, Zhiwen Yu, Bin Guo, Samson Lasaulce, George C. Alexandropoulos, Merouane Debbah

2026-10-19

OPDArena: Understanding Learning and Forgetting in On-Policy Distillation

Yuanze Xu, Tianzhu Ye, Hui Sun, Wenhui Wang, Li Dong, Furu Wei

2026-10-19

From Perception to Punchline: Empowering VLM with the Art of In-the-wild Meme

Xueyan Li, Yingyi Xue, Mengjie Jiang, Qingzi Zhu, Yazhe Niu

2026-10-19

ProCredit: From Outcome Rewards to Progress Credit in Agentic Reinforcement Learning

Ming Ma, Yi Zhu, Yiran Zhong, Feida Zhu, Chonghan Liu, Pengkun Jiao, Qichao Wang, Yanhao Jia, Tianming Yang, Steven Hoi

2026-10-19

Blackbox Performance Analysis of LLM-based Network Control

Mahdi Alizadeh, Pooria Namyar, Arvin Ghavidel, Ramesh Govindan

2026-10-20

language

SACQ: Structure-Aware Codebook Quantization for Ultra-Low-Bit Vision-Language-Action Models

Haesung Lee, Insu Han

2026-10-30

Atom as an Agent: Emergent Order by Collective Predictive Coding

Koji Hashimoto, Tadahiro Taniguchi

2026-10-27

Humanity's Last Exam

2026-10-19

Autonomous intelligence for mining productivity: a multi-agent AI approach to operational value creation

N Guerin, A Dehoux, M Nakhla

2026-10-19

When Can LLM Reasoning Reliably Reuse Intermediate Results?

Deyuan Liu, Zecheng Wang, Xuanyi Liu, Jungang Li, Yihao Hu, Mingjie Tang, Bryan Dai, Jie Fu

2026-10-20

Bayesian Preference Learning for Test-Time Steerable Reward Models

Jiwoo Hong, Shao Tang, Zhipeng Wang

2026-10-19

PaceVLA: Adaptive Temporal Action Quantization in Vision-Language-Action Models

Hojin Jeon, Jimin Lee, Taekwan Kim, Nayoung Oh, Taeyoung Kim, Myungkyu Koo, Jinmo Koo, Joonwoo Ahn, Jinwoo Shin

2026-10-19

FisherEdit: Fisher Information Guided Knowledge Editing for Large Language Models

Yizhou Yang, Jiahong Fu, Zhiwu Wang, Kailong Fan, Haokun Lin, Yichen Wu, Zhenan Sun, Renzhen Wang, Deyu Meng

2026-10-19

Distill the Visual Evidence, Not Just the Answer: Cross-World On-Policy Distillation for Vision-Language Models

Yuanhao Sun, Huawei Ji, Jiaxin Ding, Luoyi Fu, Xinbing Wang

2026-10-19

Productive State-Space Exploration for Multi-turn RL in LLM Agents

Mohammed Haroon Dupty, Yong Liang Goh, Song Guo, Wee Sun Lee

2026-10-19

CXBench: A Benchmark for Process-Compliant LLM Agents in Regulated Customer-Experience Workflows

Boxi Yu, Yuzhong Zhang, Zhenfeng Su, Linfu Xi, Yinghan Yao, Shitao Chen, Yang Cao, Liting Lin, Lionel Briand, Emir Muñoz

2026-10-19

AdaExploreBench: Benchmarking LLM Agents for Proactive Exploration and Test-time Adaptation in Evolving Environments

Rui Wang, Zishen Lai, Jiayu Liu, Cheng Qian, Jeonghwan Kim, Heng Wang, Xuejun Zhang, Jiateng Liu, Bingxuan Li, Shujin Wu, Qing Zong, Tianshi Zheng, Chunyang Li, Qihan Lin, Chen Li, Dadi Guo, Xiusi Chen, Yangqiu Song

2026-10-19

OrderGPT: Generation Order as a Learnable Modeling Choice

Chenhe Yang, Yuhuan Lyu, Tianyang Hu

2026-10-19

How to Reduce Whisper Hallucination

Husein Zolkepli

2026-10-19

MITRA-lexicon: Lexica of attested translations from Sanskrit into English, Tibetan and Chinese

Sebastian Nehrdich, Kengo Harimoto, Sven Sellmer, Oliver Hellwig

2026-10-19

Identifying and Mitigating Bottlenecks in Role-Playing Agents: A Systematic Study of Disentangling Character Profile Axes

Yonghyun Jun, Junhyuk Choi, Jeonghyun Park, Jihyeong Park, Liu Nicole Geumheon, Hwanhee Lee

2026-10-19

Keep the Lineages Alive: Diversity-Preserving SMC for Diffusion LLM Decoding

Minoo Ahmadi, Seyedarmin Azizi, Mehdi Kamal, Massoud Pedram

2026-10-19

TESS: LLM-guided Translation, Exploration, Simulation, and Search for Embodied Task Planning

Peiran Xu, Yixiang Yang, Jinghan Li, Fei Li, Cao Sheng, JiaZhong Yu, Yadong Mu

2026-10-19

OmniGround: Strengthening Omni-Modal Temporal Grounding via Attention-Consistency Training

Zixuan Chen, Depeng Wang, Hao Lin, Ke Xu, Ya Guo, Huijia Zhu, Tanfeng Sun, Xinghao Jiang

2026-10-19

UtilityBench: Measuring Language Model Utility When Errors Have Different Costs

Qifeng Lei, Zhiyong Yang, Zitai Wang, Shilong Bao, Linchao Zhang, Qianqian Xu, Qingming Huang

2026-10-19

SAPO: Self-Supervised Attention Policy Optimization for Improving Temporal Video Grounding in Vision-Language Models

Zixuan Chen, Depeng Wang, Wei Chen, Ke Xu, Ya Guo, Huijia Zhu, Tanfeng Sun, Xinghao Jiang

2026-10-19

LEAPS: Long-context Evaluation of Adaptive Pattern Learning and State Tracking

Howard Yen, Nitya Mani, Alex Renda, Christopher S. Hardin

2026-10-19

An Analysis of Semantic and Spatio-Temporal Co-evolution for Edge Classification on Dynamic Text-Attributed Graphs

Tyler Bonnet, Marek Rei

2026-10-19

Fundus-R1: Training a Fundus-Reading MLLM on Public Data

Yuchuan Deng, Qijie Wei, Kaiheng Qian, Jiazhen Liu, Bangxiang Lan, Qingwei Shen, Jianfeng Dong, Weihong Yu, Xirong Li

2026-10-19

PALM: Point-in-Time Adaptation for Financial Language Models

Seunghan Lee, Jun Seo, Jaehoon Lee, Junhyeok Kang, Sangjun Han, Sungdong Yoo, Minjae Kim, Tae Yoon Lim, Dongwan Kang, Hwanil Choi, Soonyoung Lee, Wonbin Ahn

2026-10-19

Overton Pluralistic Reinforcement Learning for Large Language Models

Yu Fu, Seongho Son, Ilija Bogunovic

2026-10-19

SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass

Yewei Liu, Xiyuan Wang, Yansheng Mao, Yoav Gelberg, Haggai Maron, Muhan Zhang

2026-10-19

Budgeted Attack Scheduling for LLM Red-Teaming: The Roles of Static Priors, Semantic Guidance, and Online Feedback

Zhicheng Fang, Han Sun, Jiachen Lei, Xinyi Fang, Zongmin Zhang, Chenxu Fu, Sizhe Fang, Wei Xu

2026-10-19

Early Semantic Grounding in Image Editing Models for Zero-Shot Referring Image Segmentation

Jingxuan He, Xiyu Wang, Yunke Wang, Mengyu Zheng, Chang Xu