| 11 |
ResRL: Boosting LLM Reasoning via Negative Sample Projection Residual Reinforcement Learning |
Zihan Lin, Xiaohan Wang et al. |
|
| 10 |
Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning |
Rohan Surana, Gagan Mundada et al. |
|
| 9 |
Cited but Not Verified: Parsing and Evaluating Source Attribution in LLM Deep Research Agents |
Hailey Onweller, Elias Lumer et al. |
cs.CL |
| 9 |
Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Environments |
Xiaoyu Yang, En Yu et al. |
|
| 9 |
When to Think, When to Speak: Learning Disclosure Policies for LLM Reasoning |
Jiaqi Wei, Xuehang Guo et al. |
|
| 8 |
Superintelligent Retrieval Agent: The Next Frontier of Information Retrieval |
Zeyu Yang, Qi Ma et al. |
cs.IR, cs.AI, cs.LG |
| 8 |
Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key |
Tianle Wang, Zhaoyang Wang et al. |
cs.AI, cs.CL |
| 8 |
SkillOS: Learning Skill Curation for Self-Evolving Agents |
Siru Ouyang, Jun Yan et al. |
cs.AI, cs.CL |
| 8 |
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents |
Nithin Somasekharan, Rabi Pathak et al. |
physics.flu-dyn, cs.AI |
| 8 |
SkillOS: Learning Skill Curation for Self-Evolving Agents |
Siru Ouyang, Jun Yan et al. |
|
| 8 |
Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key |
Tianle Wang, Zhaoyang Wang et al. |
|
| 8 |
SWE-WebDevBench: Evaluating Coding Agent Application Platforms as Virtual Software Agencies |
Siddhant Saxena, Nilesh Trivedi et al. |
|
| 8 |
MedSkillAudit: A Domain-Specific Audit Framework for Medical Research Agent Skills |
Yingyong Hou, Xinyuan Lao et al. |
|
| 7 |
Verifier-Backed Hard Problem Generation for Mathematical Reasoning |
Yuhang Lai, Jiazhan Feng et al. |
cs.LG, cs.AI, cs.CL |
| 6 |
Auto Research with Specialist Agents Develops Effective and Non-Trivial Training Recipes |
Jingjie Ning, Xiaochuan Li et al. |
|
| 6 |
HERMES++: Toward a Unified Driving World Model for 3D Scene Understanding and Generation |
Xin Zhou, Dingkang Liang et al. |
|
| 6 |
How Fast Should a Model Commit to Supervision? Training Reasoning Models on the Tsallis Loss Continuum |
Chu-Cheng Lin, Eugene Ie |
|
| 5 |
Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study |
Hao Dong, Hongzhao Li et al. |
cs.CV, cs.AI, cs.LG, cs.MM |
| 5 |
GlazyBench: A Benchmark for Ceramic Glaze Property Prediction and Image Generation |
Ziyu Zhai, Siyou Li et al. |
cs.AI, cs.CV |
| 5 |
Recursive Agent Optimization |
Apurva Gandhi, Satyaki Chakraborty et al. |
cs.LG, cs.AI, cs.CL, cs.MA |
| 5 |
Beyond Negative Rollouts: Positive-Only Policy Optimization with Implicit Negative Gradients |
Mingwei Xu, Hao Fang |
cs.CL |
| 5 |
EDU-CIRCUIT-HW: Evaluating Multimodal Large Language Models on Real-World University-Level STEM Student Handwritten Solutions |
Weiyu Sun, Liangliang Chen et al. |
|
| 5 |
Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study |
Hao Dong, Hongzhao Li et al. |
|
| 5 |
TabEmbed: Benchmarking and Learning Generalist Embeddings for Tabular Understanding |
Minjie Qiang, Mingming Zhang et al. |
|
| 5 |
Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration |
Langlin Huang, Chengsong Huang et al. |
|
| 5 |
MiA-Signature: Approximating Global Activation for Long-Context Understanding |
Yuqing Li, Jiangnan Li et al. |
|
| 5 |
XL-SafetyBench: A Country-Grounded Cross-Cultural Benchmark for LLM Safety and Cultural Sensitivity |
Dasol Choi, Eugenia Kim et al. |
|
| 4 |
BAMI: Training-Free Bias Mitigation in GUI Grounding |
Borui Zhang, Bo Zhang et al. |
cs.CV, cs.AI |
| 4 |
Parser agreement and disagreement in L2 Korean UD: Implications for human-in-the-loop annotation |
Hakyung Sung, Gyu-Ho Shin |
cs.CL |
| 4 |
PairAlign: A Framework for Sequence Tokenization via Self-Alignment with Applications to Audio Tokenization |
Adhiraj Banerjee, Vipul Arora |
cs.LG, cs.CL, cs.SD |
| 4 |
When to Trust Imagination: Adaptive Action Execution for World Action Models |
Rui Wang, Yue Zhang et al. |
|
| 4 |
Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling |
Yuan Wang, Ouxiang Li et al. |
|
| 4 |
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning |
Yaorui Shi, Yuxin Chen et al. |
|
| 4 |
MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction |
Junbo Cui, Bokai Xu et al. |
|
| 4 |
Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation |
Lin Song, Wenbo Li et al. |
|
| 3 |
When No Benchmark Exists: Validating Comparative LLM Safety Scoring Without Ground-Truth Labels |
Sushant Gautam, Finn Schwall et al. |
cs.LG, cs.AI, cs.CL |
| 3 |
Edge-specific signal propagation on mature chromophore-region 3D mechanism graphs for fluorescent protein quantum-yield prediction |
Yuchen Xiong, Swee Keong Yeap et al. |
cs.LG |
| 3 |
UniSD: Towards a Unified Self-Distillation Framework for Large Language Models |
Yiqiao Jin, Yiyang Wang et al. |
cs.CL, cs.AI, cs.LG |
| 3 |
Long Context Pre-Training with Lighthouse Attention |
Bowen Peng, Subho Ghosh et al. |
cs.CL |
| 3 |
ReflectDrive-2: Reinforcement-Learning-Aligned Self-Editing for Discrete Diffusion Driving |
Huimin Wang, Yue Wang et al. |
|
| 3 |
The Granularity Axis: A Micro-to-Macro Latent Direction for Social Roles in Language Models |
Chonghan Qin, Xiachong Feng et al. |
|
| 3 |
A Foundation Model for Zero-Shot Logical Rule Induction |
Yin Jun Phua |
|
| 3 |
RLDX-1 Technical Report |
Dongyoung Kim, Huiwon Jang et al. |
|
| 3 |
PhysForge: Generating Physics-Grounded 3D Assets for Interactive Virtual World |
Yunhan Yang, Chunshi Wang et al. |
|
| 2 |
ActCam: Zero-Shot Joint Camera and 3D Motion Control for Video Generation |
Omar El Khalifi, Thomas Rossi et al. |
cs.CV, cs.AI, cs.LG |
| 2 |
Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less |
Yuxing Liu, Jianyu Wang et al. |
cs.LG, cs.AI, math.OC |
| 2 |
PianoCoRe: Combined and Refined Piano MIDI Dataset |
Ilya Borovik |
cs.SD, cs.LG |
| 2 |
EMO: Pretraining Mixture of Experts for Emergent Modularity |
Ryan Wang, Akshita Bhagia et al. |
cs.CL |
| 2 |
Continuous Latent Diffusion Language Model |
Hongcan Guo, Qinyu Zhao et al. |
cs.CL, cs.AI, cs.CV |
| 2 |
Continuous Latent Diffusion Language Model |
Hongcan Guo, Qinyu Zhao et al. |
|
| 2 |
MARBLE: Multi-Aspect Reward Balance for Diffusion RL |
Canyu Zhao, Hao Chen et al. |
|
| 2 |
The First Token Knows: Single-Decode Confidence for Hallucination Detection |
Mina Gabriel |
|
| 2 |
APEX: Large-scale Multi-task Aesthetic-Informed Popularity Prediction for AI-Generated Music |
Jaavid Aktar Husain, Dorien Herremans |
|
| 2 |
Stream-T1: Test-Time Scaling for Streaming Video Generation |
Yijing Tu, Shaojin Wu et al. |
|
| 2 |
StableI2I: Spotting Unintended Changes in Image-to-Image Transition |
Jiayang Li, Shuo Cao et al. |
|
| 1 |
When and Why SignSGD Outperforms SGD: A Theoretical Study Based on $\ell_1$-norm Lower Bounds |
Hongyi Tao, Dingzhi Yu et al. |
cs.LG, cs.AI, cs.CL, math.OC |
| 1 |
Why Global LLM Leaderboards Are Misleading: Small Portfolios for Heterogeneous Supervised ML |
Jai Moondra, Ayela Chughtai et al. |
cs.LG, cs.DM, cs.ET, math.OC |
| 1 |
Crafting Reversible SFT Behaviors in Large Language Models |
Yuping Lin, Pengfei He et al. |
cs.LG |
| 1 |
Online Bayesian Calibration under Gradual and Abrupt System Changes |
Yang Xu, Chiwoo Park |
cs.LG, cs.ET, stat.ML |
| 1 |
Algospeak, Hiding in the Open: The Trade-off Between Legible Meaning and Detection Avoidance |
Jan Fillies, Ronald E. Robertson et al. |
cs.CL, cs.CY |
| 1 |
Automated Clinical Report Generation for Remote Cognitive Remediation: Comparing Knowledge-Engineered Templates and LLMs in Low-Resource Settings |
Yongxin Zhou, Fabien Ringeval et al. |
cs.CL |
| 1 |
Efficient Pre-Training with Token Superposition |
Bowen Peng, Théo Gigant et al. |
cs.CL |
| 1 |
Diffusion Model as a Generalist Segmentation Learner |
Haoxiao Wang, Antao Xiang et al. |
|
| 1 |
D-OPSD: On-Policy Self-Distillation for Continuously Tuning Step-Distilled Diffusion Models |
Dengyang Jiang, Xin Jin et al. |
|
| 1 |
Video Generation with Predictive Latents |
Yian Zhao, Feng Wang et al. |
|
| 0 |
UniPool: A Globally Shared Expert Pool for Mixture-of-Experts |
Minbin Huang, Han Shi et al. |
cs.LG, cs.AI |
| 0 |
Concept-Based Abductive and Contrastive Explanations for Behaviors of Vision Models |
Ronaldo Canizales, Divya Gopinath et al. |
cs.LG, cs.AI |
| 0 |
The Structural Origin of Attention Sink: Variance Discrepancy, Super Neurons, and Dimension Disparity |
Siquan Li, Kaiqi Jiang et al. |
cs.LG, cs.AI, stat.ML |
| 0 |
Inductive Venn-Abers and related regressors |
Ivan Petej, Vladimir Vovk |
cs.LG |
| 0 |
Hybrid Quantum-Classical GANs for the Generation of Adversarial Network Flows |
Prateek Paudel, Nitin Jha et al. |
cs.LG |
| 0 |
LiVeAction: a Lightweight, Versatile, and Asymmetric Neural Codec Design for Real-time Operation |
Dan Jacobellis, Neeraja J. Yadwadkar |
eess.IV, cs.LG, cs.MM, eess.AS, eess.SP |
| 0 |
SoftSAE: Dynamic Top-K Selection for Adaptive Sparse Autoencoders |
Jakub Stępień, Marcin Mazur et al. |
cs.LG, cs.CV |
| 0 |
A^2TGPO: Agentic Turn-Group Policy Optimization with Adaptive Turn-level Clipping |
Dingwei Chen, Zefang Zong et al. |
|
| 0 |
SwiftI2V: Efficient High-Resolution Image-to-Video Generation via Conditional Segment-wise Generation |
YaoYang Liu, Yuechen Zhang et al. |
|
| 0 |
Recovering Hidden Reward in Diffusion-Based Policies |
Yanbiao Ji, Qiuchang Li et al. |
|
| 0 |
UniPool: A Globally Shared Expert Pool for Mixture-of-Experts |
Minbin Huang, Han Shi et al. |
|
| 0 |
TT4D: A Pipeline and Dataset for Table Tennis 4D Reconstruction From Monocular Videos |
Nima Rahmanian, Daniel Kienzle et al. |
|
| 0 |
Parameter-Efficient Multi-View Proficiency Estimation: From Discriminative Classification to Generative Feedback |
Edoardo Bianchi, Antonio Liotta |
|
| 0 |
Lightning Unified Video Editing via In-Context Sparse Attention |
Shitong Shao, Zikai Zhou et al. |
|
| 0 |
Stream-R1: Reliability-Perplexity Aware Reward Distillation for Streaming Video Generation |
Bin Wu, Mengqi Huang et al. |
|
| -1 |
Continuous-Time Distribution Matching for Few-Step Diffusion Distillation |
Tao Liu, Hao Yan et al. |
|