Research
A paper is listed when one of its authors is affiliated with the lab. Data: OpenAlex.
Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout ReplayMicrosoft · neural information processing systems46 citationsJan 1, 2025A Little Depth Goes a Long Way: The Expressive Power of Log-Depth TransformersAllen Institute for AI · neural information processing systems46 citationsJan 1, 2025TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot ForecasterAlibaba · neural information processing systems46 citationsJan 1, 2025In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue AgentsAlphabet · Proceedings of the conference - Association for Computational Linguistics. Meeting46 citationsJan 1, 2025M-RewardBench: Evaluating Reward Models in Multilingual SettingsAllen Institute for AI, Cohere · Proceedings of the conference - Association for Computational Linguistics. Meeting46 citationsJan 1, 2025Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation TrackMicrosoft · Lecture notes in computer science46 citationsJan 1, 2025SynLogic: Synthesizing Verifiable Reasoning Data at Scale for Learning Logical Reasoning and BeyondMiniMax · neural information processing systems45 citationsJan 1, 2025VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM AgentsMicrosoft · neural information processing systems45 citationsJan 1, 2025TacSL: A Library for Visuotactile Sensor Simulation and LearningNVIDIA · IEEE Transactions on Robotics45 citationsJan 1, 2025Safe RLHF-V: Safe Reinforcement Learning from Multi-modal Human FeedbackMicrosoft · neural information processing systems44 citationsJan 1, 2025MMLU-CF: A Contamination-free Multi-task Language Understanding BenchmarkMicrosoft · Proceedings of the conference - Association for Computational Linguistics. Meeting44 citationsJan 1, 2025BIG-Bench Extra HardAlphabet · Proceedings of the conference - Association for Computational Linguistics. Meeting43 citationsJan 1, 2025Pixel-Perfect Depth with Semantics-Prompted Diffusion TransformersAlibaba, Horizon Robotics · neural information processing systems42 citationsJan 1, 2025Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and ReasoningMicrosoft · neural information processing systems42 citationsJan 1, 2025On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph LearningGoogle DeepMind · neural information processing systems42 citationsJan 1, 2025UniRelight: Learning Joint Decomposition and Synthesis for Video RelightingNVIDIA · neural information processing systems41 citationsJan 1, 2025Force Prompting: Video Generation Models Can Learn And Generalize Physics-based Control SignalsAlphabet · neural information processing systems41 citationsJan 1, 2025UniUIR: Considering Underwater Image Restoration as an All-in-One LearnerHorizon Robotics · IEEE Transactions on Image Processing40 citationsJan 1, 2025Intelligent Resource Allocation Optimization for Cloud Computing via Machine LearningMicrosoft · Advances in Computer Signals and Systems40 citationsJan 1, 2025Erasing Conceptual Knowledge from Language ModelsAnthropic · neural information processing systems40 citationsJan 1, 2025Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM ReasoningAlibaba · neural information processing systems39 citationsJan 1, 20254DGT: Learning a 4D Gaussian Transformer Using Real-World Monocular VideosMeta · neural information processing systems39 citationsJan 1, 2025GUARDIAN: Safeguarding LLM Multi-Agent Collaborations with Temporal Graph ModelingMicrosoft · neural information processing systems39 citationsJan 1, 2025Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math ProblemsAlphabet, Meta · SSRN Electronic Journal39 citationsJan 1, 2025Router-R1: Teaching LLMs Multi-Round Routing and Aggregation via Reinforcement LearningNVIDIA · neural information processing systems38 citationsJan 1, 2025