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Projected Representation Conditioning for High-fidelity Novel View Synthesis

Min-Seop Kwak, Minkyung Kwon, Jinhyeok Choi, Jiho Park, Seungryong Kim

2026-02-12

Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments

Romain Froger, Pierre Andrews, Matteo Bettini, Amar Budhiraja, Ricardo Silveira Cabral, Virginie Do, Emilien Garreau, Jean-Baptiste Gaya, Hugo Laurençon, Maxime Lecanu, Kunal Malkan, Dheeraj Mekala, Pierre Ménard, Gerard Moreno-Torres Bertran, Ulyana Piterbarg, Mikhail Plekhanov, Mathieu Rita, Andrey Rusakov, Vladislav Vorotilov, Mengjue Wang, Ian Yu, Amine Benhalloum, Grégoire Mialon, Thomas Scialom

2026-02-12

Multipole Semantic Attention: A Fast Approximation of Softmax Attention for Pretraining

Rupert Mitchell, Kristian Kersting

2026-02-13

MOVA: Towards Scalable and Synchronized Video-Audio Generation

SII-OpenMOSS Team, :, Donghua Yu, Mingshu Chen, Qi Chen, Qi Luo, Qianyi Wu, Qinyuan Cheng, Ruixiao Li, Tianyi Liang, Wenbo Zhang, Wenming Tu, Xiangyu Peng, Yang Gao, Yanru Huo, Ying Zhu, Yinze Luo, Yiyang Zhang, Yuerong Song, Zhe Xu, Zhiyu Zhang, Chenchen Yang, Cheng Chang, Chushu Zhou, Hanfu Chen, Hongnan Ma, Jiaxi Li, Jingqi Tong, Junxi Liu, Ke Chen, Shimin Li, Shiqi Jiang, Songlin Wang, Wei Jiang, Zhaoye Fei, Zhiyuan Ning, Chunguo Li, Chenhui Li, Ziwei He, Zengfeng Huang, Xie Chen, Xipeng Qiu

2026-02-10

Fast Online Learning with Gaussian Prior-Driven Hierarchical Unimodal Thompson Sampling

Tianchi Zhao, He Liu, Hongyin Shi, Jinliang Li

2026-02-17

Goal-Conditioned Reinforcement Learning from Sub-Optimal Data on Metric Spaces

Alfredo Reichlin, Miguel Vasco, Hang Yin, Danica Kragic

2026-02-11

Generative AI voting: fair collective choice is resilient to LLM biases and inconsistencies

Srijoni Majumdar, Edith Elkind, Evangelos Pournaras

2026-02-08

Rethinking Explainable Disease Prediction: Synergizing Accuracy and Reliability via Reflective Cognitive Architecture

Zijian Shao, Haiyang Shen, Mugeng Liu, Gecheng Fu, Yaoqi Guo, Yanfeng Wang, Yun Ma

2026-02-08

DRAGON: Domain-specific Robust Automatic Data Generation for RAG Optimization

Haiyang Shen, Hang Yan, Zhongshi Xing, Mugeng Liu, Yue Li, Zhiyang Chen, Yuxiang Wang, Jiuzheng Wang, Yun Ma

2026-02-08

MTR-DuplexBench: Towards a Comprehensive Evaluation of Multi-Round Conversations for Full-Duplex Speech Language Models

He Zhang, Wenqian Cui, Haoning Xu, Xiaohui Li, Lei Zhu, Haoli Bai, Shaohua Ma, Irwin King

2026-02-08

Towards Understanding Generalization in DP-GD: A Case Study in Training Two-Layer CNNs

Zhongjie Shi, Puyu Wang, Chenyang Zhang, Yuan Cao

2026-02-08

FAID: Fine-Grained AI-Generated Text Detection Using Multi-Task Auxiliary and Multi-Level Contrastive Learning

Minh Ngoc Ta, Dong Cao Van, Duc-Anh Hoang, Minh Le-Anh, Truong Nguyen, My Anh Tran Nguyen, Yuxia Wang, Preslav Nakov, Sang Dinh

2026-02-08

LBL: Logarithmic Barrier Loss Function for One-class Classification

Ziyang Jiang, Peng Lin, Tianlei Wang

2026-02-08

LQA: A Lightweight Quantized-Adaptive Framework for Vision-Language Models on the Edge

Xin Wang, Hualin Zhou, Sheng Guang Wang, Ting Dang, Yu Zhang, Hong Jia, Tao Gu

2026-02-08

MARTI-MARS$^2$: Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation

Shijie Wang, Pengfei Li, Yikun Fu, Kaifeng Liu, Fangyuan Li, Yang Liu, Xiaowei Sun, Zonglin Li, Siyao Zhao, Jian Zhao, Kai Tian, Dong Li, Junqi Gao, Yutong Zhang, Yiqun Chen, Yuqiang Li, Zoe Li, Weinan Zhang, Peng Ye, Shuyue Hu, Lei Bai, Bowen Zhou, Kaiyan Zhang, Biqing Qi

2026-02-08

Safe Exploration via Policy Priors

Manuel Wendl, Yarden As, Manish Prajapat, Anton Pollak, Stelian Coros, Andreas Krause

2026-02-08

TodoEvolve: Learning to Architect Agent Planning Systems

Jiaxi Liu, Yanzuo Jiang, Guibin Zhang, Zihan Zhang, Heng Chang, Zhenfei Yin, Qibing Ren, Junchi Yan

2026-02-08

Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties

Eunkyung Choi, Youngjin Suh, Siun Lee, Hongseok Oh, Juheon Kang, Won Hur, Hun Park, Wonseok Hwang

2026-02-08

ShoppingComp: Are LLMs Really Ready for Your Shopping Cart?

Huaixiao Tou, Ying Zeng, Yuemeng Li, Cong Ma, Muzhi Li, Minghao Li, Weijie Yuan, He Zhang, Kai Jia

2026-02-08

VFace: A Training-Free Approach for Diffusion-Based Video Face Swapping

Sanoojan Baliah, Yohan Abeysinghe, Rusiru Thushara, Khan Muhammad, Abhinav Dhall, Karthik Nandakumar, Muhammad Haris Khan

2026-02-08

PairFlow: Closed-Form Source-Target Coupling for Few-Step Generation in Discrete Flow Models

Mingue Park, Jisung Hwang, Seungwoo Yoo, Kyeongmin Yeo, Minhyuk Sung

2026-02-08

Out of the box age estimation through facial imagery: A Comprehensive Benchmark of Vision-Language Models vs. out-of-the-box Traditional Architectures

Simiao Ren

2026-02-08

How well are open sourced AI-generated image detection models out-of-the-box: A comprehensive benchmark study

Simiao Ren, Yuchen Zhou, Xingyu Shen, Kidus Zewde, Tommy Duong, George Huang, Hatsanai, Tiangratanakul, Tsang, Ng, En Wei, Jiayu Xue

2026-02-08

Mamba-based Spatio-Frequency Motion Perception for Video Camouflaged Object Detection

Xin Li, Keren Fu, Qijun Zhao

2026-02-08

LLMs Know More About Numbers than They Can Say

Fengting Yuchi, Li Du, Jason Eisner

2026-02-08

Knowledge-Centric Metacognitive Learning

Arun Kumar, Paul Schrater

2026-02-08

Local EGOP for Continuous Index Learning

Alex Kokot, Anand Hemmady, Vydhourie Thiyageswaran, Marina Meila

2026-02-08

Solver-in-the-Loop: MDP-Based Benchmarks for Self-Correction and Behavioral Rationality in Operations Research

Ruicheng Ao, David Simchi-Levi, Xinshang Wang

2026-02-08

Fairness Aware Reward Optimization

Ching Lam Choi, Vighnesh Subramaniam, Phillip Isola, Antonio Torralba, Stefanie Jegelka

2026-02-08

Efficient Analysis of the Distilled Neural Tangent Kernel

Jamie Mahowald, Brian Bell, Alex Ho, Michael Geyer

2026-02-17

Fresh Papers

OpenEarthAgent: A Unified Framework for Tool-Augmented Geospatial Agents

Akashah Shabbir, Muhammad Umer Sheikh, Muhammad Akhtar Munir, Hiyam Debary, Mustansar Fiaz, Muhammad Zaigham Zaheer, Paolo Fraccaro, Fahad Shahbaz Khan, Muhammad Haris Khan, Xiao Xiang Zhu, Salman Khan

2026-02-19

Sink-Aware Pruning for Diffusion Language Models

Aidar Myrzakhan, Tianyi Li, Bowei Guo, Shengkun Tang, Zhiqiang Shen

2026-02-19

CLEF HIPE-2026: Evaluating Accurate and Efficient Person-Place Relation Extraction from Multilingual Historical Texts

Juri Opitz, Corina Raclé, Emanuela Boros, Andrianos Michail, Matteo Romanello, Maud Ehrmann, Simon Clematide

2026-02-19

When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs

Yu Fang, Yuchun Feng, Dong Jing, Jiaqi Liu, Yue Yang, Zhenyu Wei, Daniel Szafir, Mingyu Ding

2026-02-19

MARS: Margin-Aware Reward-Modeling with Self-Refinement

Payel Bhattacharjee, Osvaldo Simeone, Ravi Tandon

2026-02-19

What Language is This? Ask Your Tokenizer

Clara Meister, Ahmetcan Yavuz, Pietro Lesci, Tiago Pimentel

2026-02-19

Mine and Refine: Optimizing Graded Relevance in E-commerce Search Retrieval

Jiaqi Xi, Raghav Saboo, Luming Chen, Martin Wang, Sudeep Das

2026-02-19

Differences in Typological Alignment in Language Models' Treatment of Differential Argument Marking

Iskar Deng, Nathalia Xu, Shane Steinert-Threlkeld

2026-02-19

Human-level 3D shape perception emerges from multi-view learning

Tyler Bonnen, Jitendra Malik, Angjoo Kanazawa

2026-02-19

Multi-Round Human-AI Collaboration with User-Specified Requirements

Sima Noorani, Shayan Kiyani, Hamed Hassani, George Pappas

2026-02-19

Pushing the Frontier of Black-Box LVLM Attacks via Fine-Grained Detail Targeting

Xiaohan Zhao, Zhaoyi Li, Yaxin Luo, Jiacheng Cui, Zhiqiang Shen

2026-02-19

A.R.I.S.: Automated Recycling Identification System for E-Waste Classification Using Deep Learning

Dhruv Talwar, Harsh Desai, Wendong Yin, Goutam Mohanty, Rafael Reveles

2026-02-19

FAMOSE: A ReAct Approach to Automated Feature Discovery

Keith Burghardt, Jienan Liu, Sadman Sakib, Yuning Hao, Bo Li

2026-02-19

IntRec: Intent-based Retrieval with Contrastive Refinement

Pourya Shamsolmoali, Masoumeh Zareapoor, Eric Granger, Yue Lu

2026-02-19

CORAL: Correspondence Alignment for Improved Virtual Try-On

Jiyoung Kim, Youngjin Shin, Siyoon Jin, Dahyun Chung, Jisu Nam, Tongmin Kim, Jongjae Park, Hyeonwoo Kang, Seungryong Kim

2026-02-19

Reverso: Efficient Time Series Foundation Models for Zero-shot Forecasting

Xinghong Fu, Yanhong Li, Georgios Papaioannou, Yoon Kim

2026-02-19

When to Trust the Cheap Check: Weak and Strong Verification for Reasoning

Shayan Kiyani, Sima Noorani, George Pappas, Hamed Hassani

2026-02-19

SMAC: Score-Matched Actor-Critics for Robust Offline-to-Online Transfer

Nathan S. de Lara, Florian Shkurti

2026-02-19

Catastrophic Forgetting Resilient One-Shot Incremental Federated Learning

Obaidullah Zaland, Zulfiqar Ahmad Khan, Monowar Bhuyan

2026-02-19

Unmasking the Factual-Conceptual Gap in Persian Language Models

Alireza Sakhaeirad, Ali Ma'manpoosh, Arshia Hemmat

2026-02-19

Stable Asynchrony: Variance-Controlled Off-Policy RL for LLMs

Luke Huang, Zhuoyang Zhang, Qinghao Hu, Shang Yang, Song Han

2026-02-19

Guarding the Middle: Protecting Intermediate Representations in Federated Split Learning

Obaidullah Zaland, Sajib Mistry, Monowar Bhuyan

2026-02-19

Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation

Ruchi Sandilya, Sumaira Perez, Charles Lynch, Lindsay Victoria, Benjamin Zebley, Derrick Matthew Buchanan, Mahendra T. Bhati, Nolan Williams, Timothy J. Spellman, Faith M. Gunning, Conor Liston, Logan Grosenick

2026-02-19

Gradient Testing and Estimation by Comparisons

Xiwen Tao, Chenyi Zhang, Helin Wang, Yexin Zhang, Tongyang Li

2026-02-19

ReplaceMe: Network Simplification via Depth Pruning and Transformer Block Linearization

Dmitriy Shopkhoev, Ammar Ali, Magauiya Zhussip, Valentin Malykh, Stamatios Lefkimmiatis, Nikos Komodakis, Sergey Zagoruyko

2026-02-19

Towards Anytime-Valid Statistical Watermarking

Baihe Huang, Eric Xu, Kannan Ramchandran, Jiantao Jiao, Michael I. Jordan

2026-02-19

AutoNumerics: An Autonomous, PDE-Agnostic Multi-Agent Pipeline for Scientific Computing

Jianda Du, Youran Sun, Haizhao Yang

2026-02-19

Adapting Actively on the Fly: Relevance-Guided Online Meta-Learning with Latent Concepts for Geospatial Discovery

Jowaria Khan, Anindya Sarkar, Yevgeniy Vorobeychik, Elizabeth Bondi-Kelly

2026-02-19

pi-Flow: Policy-Based Few-Step Generation via Imitation Distillation

Hansheng Chen, Kai Zhang, Hao Tan, Leonidas Guibas, Gordon Wetzstein, Sai Bi

2026-02-19

SOLVAR: Fast covariance-based heterogeneity analysis with pose refinement for cryo-EM

Roey Yadgar, Roy R. Lederman, Yoel Shkolnisky

2026-02-19

reinforcement learning

Harnessing Implicit Cooperation: A Multi-Agent Reinforcement Learning Approach Towards Decentralized Local Energy Markets

Nelson Salazar-Pena, Alejandra Tabares, Andres Gonzalez-Mancera

2026-02-17

Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments

2026-02-12

Goal-Conditioned Reinforcement Learning from Sub-Optimal Data on Metric Spaces

Alfredo Reichlin, Miguel Vasco, Hang Yin, Danica Kragic

2026-02-11

On the Role of Iterative Computation in Reinforcement Learning

Raj Ghugare, Michał Bortkiewicz, Alicja Ziarko, Benjamin Eysenbach

2026-02-17

Direct Soft-Policy Sampling via Langevin Dynamics

Donghyeon Ki, Hee-Jun Ahn, Kyungyoon Kim, Byung-Jun Lee

2026-02-08

MARTI-MARS$^2$: Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation

2026-02-08

Safe Exploration via Policy Priors

Manuel Wendl, Yarden As, Manish Prajapat, Anton Pollak, Stelian Coros, Andreas Krause

2026-02-08

HER: Human-like Reasoning and Reinforcement Learning for LLM Role-playing

Chengyu Du, Xintao Wang, Aili Chen, Weiyuan Li, Rui Xu, Junteng Liu, Zishan Huang, Rong Tian, Zijun Sun, Yuhao Li, Liheng Feng, Deming Ding, Pengyu Zhao, Yanghua Xiao

2026-02-08

Uncertainty-Aware Counterfactual Traffic Signal Control with Predictive Safety and Starvation-Avoidance Constraints Using Vision-Based Sensing

Jayawant Bodagala, Balaji Bodagala

2026-02-08

TodoEvolve: Learning to Architect Agent Planning Systems

Jiaxi Liu, Yanzuo Jiang, Guibin Zhang, Zihan Zhang, Heng Chang, Zhenfei Yin, Qibing Ren, Junchi Yan

2026-02-08

rePIRL: Learn PRM with Inverse RL for LLM Reasoning

Xian Wu, Kaijie Zhu, Ying Zhang, Lun Wang, Wenbo Guo

2026-02-08

Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning

Jiahui Zhou, Dan Li, Boxin Li, Xiao Zhang, Erli Meng, Lin Li, Zhuomin Chen, Jian Lou, See-Kiong Ng

2026-02-08

Functional Critics Are Essential for Actor-Critic: From Off-Policy Stability to Efficient Exploration

Qinxun Bai, Yuxuan Han, Wei Xu, Zhengyuan Zhou

2026-02-08

Knowledge-Centric Metacognitive Learning

Arun Kumar, Paul Schrater

2026-02-08

VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos

Wenqi Liu, Yunxiao Wang, Shijie Ma, Meng Liu, Qile Su, Tianke Zhang, Haonan Fan, Changyi Liu, Kaiyu Jiang, Jiankang Chen, Kaiyu Tang, Bin Wen, Fan Yang, Tingting Gao, Han Li, Yinwei Wei, Xuemeng Song

2026-02-08

Generative Reasoning Re-ranker

Mingfu Liang, Yufei Li, Jay Xu, Kavosh Asadi, Xi Liu, Shuo Gu, Kaushik Rangadurai, Frank Shyu, Shuaiwen Wang, Song Yang, Zhijing Li, Jiang Liu, Mengying Sun, Fei Tian, Xiaohan Wei, Chonglin Sun, Jacob Tao, Shike Mei, Hamed Firooz, Wenlin Chen, Luke Simon

2026-02-08

Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models

Hao Wang, Hao Gu, Hongming Piao, Kaixiong Gong, Yuxiao Ye, Xiangyu Yue, Sirui Han, Yike Guo, Dapeng Wu

2026-02-08

Preference Conditioned Multi-Objective Reinforcement Learning: Decomposed, Diversity-Driven Policy Optimization

Tanmay Ambadkar, Sourav Panda, Shreyash Kale, Jonathan Dodge, Abhinav Verma

2026-02-08

WorldCompass: Reinforcement Learning for Long-Horizon World Models

Zehan Wang, Tengfei Wang, Haiyu Zhang, Xuhui Zuo, Junta Wu, Haoyuan Wang, Wenqiang Sun, Zhenwei Wang, Chenjie Cao, Hengshuang Zhao, Chunchao Guo, Zhou Zhao

2026-02-09

iGRPO: Self-Feedback-Driven LLM Reasoning

Ali Hatamizadeh, Shrimai Prabhumoye, Igor Gitman, Ximing Lu, Seungju Han, Wei Ping, Yejin Choi, Jan Kautz

2026-02-09

f-GRPO and Beyond: Divergence-Based Reinforcement Learning Algorithms for General LLM Alignment

Rajdeep Haldar, Lantao Mei, Guang Lin, Yue Xing, Qifan Song

2026-02-09

Learning to Coordinate via Quantum Entanglement in Multi-Agent Reinforcement Learning

John Gardiner, Orlando Romero, Brendan Tivnan, Nicolò Dal Fabbro, George J. Pappas

2026-02-09

Delay-Aware Reinforcement Learning for Highway On-Ramp Merging under Stochastic Communication Latency

Amin Tabrizian, Zhitong Huang, Arsyi Aziz, Peng Wei

2026-02-09

Beware Untrusted Simulators -- Reward-Free Backdoor Attacks in Reinforcement Learning

Ethan Rathbun, Wo Wei Lin, Alina Oprea, Christopher Amato

2026-02-09

StealthRL: Reinforcement Learning Paraphrase Attacks for Multi-Detector Evasion of AI-Text Detectors

Suraj Ranganath, Atharv Ramesh

2026-02-09

Efficient and Stable Reinforcement Learning for Diffusion Language Models

Jiawei Liu, Xiting Wang, Yuanyuan Zhong, Defu Lian, Yu Yang

2026-02-09

InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning

Yuchen Yan, Liang Jiang, Jin Jiang, Shuaicheng Li, Zujie Wen, Zhiqiang Zhang, Jun Zhou, Jian Shao, Yueting Zhuang, Yongliang Shen

2026-02-09

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection

Junru Zhang, Lang Feng, Haoran Shi, Xu Guo, Han Yu, Yabo Dong, Duanqing Xu

2026-02-09

Dr. MAS: Stable Reinforcement Learning for Multi-Agent LLM Systems

Lang Feng, Longtao Zheng, Shuo He, Fuxiang Zhang, Bo An

2026-02-09

DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing

Dianyi Wang, Ruihang Li, Feng Han, Chaofan Ma, Wei Song, Siyuan Wang, Yibin Wang, Yi Xin, Hongjian Liu, Zhixiong Zhang, Shengyuan Ding, Tianhang Wang, Zhenglin Cheng, Tao Lin, Cheng Jin, Kaicheng Yu, Jingjing Chen, Wenjie Wang, Zhongyu Wei, Jiaqi Wang

2026-02-12

language

AlgoVeri: An Aligned Benchmark for Verified Code Generation on Classical Algorithms

Haoyu Zhao, Ziran Yang, Jiawei Li, Deyuan He, Zenan Li, Chi Jin, Venugopal V. Veeravalli, Aarti Gupta, Sanjeev Arora

2026-02-10

Scaling Model and Data for Multilingual Machine Translation with Open Large Language Models

Yuzhe Shang, Pengzhi Gao, Wei Liu, Jian Luan, Jinsong Su

2026-02-12

Lookahead-then-Verify: Reliable Constrained Decoding for Diffusion LLMs under Context-Free Grammars

Yitong Zhang, Yongmin Li, Yuetong Liu, Jia Li, Xiaoran Jia, Zherui Li, Ge Li

2026-02-08

On the Role of Iterative Computation in Reinforcement Learning

Raj Ghugare, Michał Bortkiewicz, Alicja Ziarko, Benjamin Eysenbach

2026-02-17

Randomized Masked Finetuning: An Efficient Way to Mitigate Memorization of PIIs in LLMs

Kunj Joshi, David A. Smith

2026-02-18

Emergent Misalignment is Easy, Narrow Misalignment is Hard

Anna Soligo, Edward Turner, Senthooran Rajamanoharan, Neel Nanda

2026-02-08

Rethinking Latency Denial-of-Service: Attacking the LLM Serving Framework, Not the Model

Tianyi Wang, Huawei Fan, Yuanchao Shu, Peng Cheng, Cong Wang

2026-02-08

Revisiting Transformers with Insights from Image Filtering and Boosting

Laziz U. Abdullaev, Maksim Tkachenko, Tan M. Nguyen

2026-02-08

WristMIR: Coarse-to-Fine Region-Aware Retrieval of Pediatric Wrist Radiographs with Radiology Report-Driven Learning

Mert Sonmezer, Serge Vasylechko, Duygu Atasoy, Seyda Ertekin, Sila Kurugol

2026-02-08

Automatic Item Generation for Personality Situational Judgment Tests with Large Language Models

Chang-Jin Li, Jiyuan Zhang, Yun Tang, Jian Li

2026-02-08

Generative AI voting: fair collective choice is resilient to LLM biases and inconsistencies

Srijoni Majumdar, Edith Elkind, Evangelos Pournaras

2026-02-08

Rethinking Explainable Disease Prediction: Synergizing Accuracy and Reliability via Reflective Cognitive Architecture

Zijian Shao, Haiyang Shen, Mugeng Liu, Gecheng Fu, Yaoqi Guo, Yanfeng Wang, Yun Ma

2026-02-08

MTR-DuplexBench: Towards a Comprehensive Evaluation of Multi-Round Conversations for Full-Duplex Speech Language Models

He Zhang, Wenqian Cui, Haoning Xu, Xiaohui Li, Lei Zhu, Haoli Bai, Shaohua Ma, Irwin King

2026-02-08

Thinking in Structures: Evaluating Spatial Intelligence through Reasoning on Constrained Manifolds

Chen Yang, Guanxin Lin, Youquan He, Peiyao Chen, Guanghe Liu, Yufan Mo, Zhouyuan Xu, Linhao Wang, Guohui Zhang, Zihang Zhang, Shenxiang Zeng, Chen Wang, Jiansheng Fan

2026-02-08

LoRA Provides Differential Privacy by Design via Random Sketching

Saber Malekmohammadi, Golnoosh Farnadi

2026-02-10

HEART: Emotionally-Driven Test-Time Scaling of Language Models

Gabriela Pinto, Palash Goyal, Mihir Parmar, Yiwen Song, Souradip Chakraborty, Zifeng Wang, Jingsun Yoon, Hamid Palangi, Tomas Pfister

2026-02-08

BudgetMem: Learning Selective Memory Policies for Cost-Efficient Long-Context Processing in Language Models

Chandra Vamsi Krishna Alla, Harish Naidu Gaddam, Manohar Kommi

2026-02-08

Generative Modeling of Neural Dynamics via Latent Stochastic Differential Equations

Ahmed ElGazzar, Marcel van Gerven

2026-02-08

LQA: A Lightweight Quantized-Adaptive Framework for Vision-Language Models on the Edge

Xin Wang, Hualin Zhou, Sheng Guang Wang, Ting Dang, Yu Zhang, Hong Jia, Tao Gu

2026-02-08

MARTI-MARS$^2$: Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation

2026-02-08

Evaluating and Calibrating LLM Confidence on Questions with Multiple Correct Answers

Yuhan Wang, Shiyu Ni, Zhikai Ding, Zihang Zhan, Yuanzi Li, Keping Bi

2026-02-08

SAGE: Scalable AI Governance & Evaluation

Benjamin Le, Xueying Lu, Nick Stern, Wenqiong Liu, Igor Lapchuk, Xiang Li, Baofen Zheng, Kevin Rosenberg, Jiewen Huang, Zhe Zhang, Abraham Cabangbang, Satej Milind Wagle, Jianqiang Shen, Raghavan Muthuregunathan, Abhinav Gupta, Mathew Teoh, Andrew Kirk, Thomas Kwan, Jingwei Wu, Wenjing Zhang

2026-02-08

G2P: Gaussian-to-Point Attribute Alignment for Boundary-Aware 3D Semantic Segmentation

Hojun Song, Chae-yeong Song, Jeong-hun Hong, Chaewon Moon, Dong-hwi Kim, Gahyeon Kim, Soo Ye Kim, Yiyi Liao, Jaehyup Lee, Sang-hyo Park

2026-02-08

Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties

Eunkyung Choi, Youngjin Suh, Siun Lee, Hongseok Oh, Juheon Kang, Won Hur, Hun Park, Wonseok Hwang

2026-02-08

SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models

Weijiang Lv, Yaoxuan Feng, Xiaobo Xia, Jiayu Wang, Yan Jing, Wenchao Chen, Bo Chen

2026-02-08

Enhancing Mathematical Problem Solving in LLMs through Execution-Driven Reasoning Augmentation

Aditya Basarkar, Benyamin Tabarsi, Tiffany Barnes, Dongkuan Xu