Research
A paper is listed when one of its authors is affiliated with the lab. Data: OpenAlex.
NaDRO: Leveraging Dual-Reward Strategies for LLMs Training on Noisy DataMicrosoft · neural information processing systemsJan 1, 2025Reinforcement Learning with Backtracking FeedbackAlphabet, Microsoft · neural information processing systemsJan 1, 2025Score-informed Neural Operator for Enhancing Ordering-based Causal DiscoveryLG AI Research · neural information processing systemsJan 1, 2025Marginal-Nonuniform PAC LearnabilityAlphabet · neural information processing systemsJan 1, 2025Avoiding exp(R) scaling in RLHF through Preference-based ExplorationDatabricks · neural information processing systemsJan 1, 2025Fast attention mechanisms: a tale of parallelismAlphabet · neural information processing systemsJan 1, 2025Principled Fine-tuning of LLMs from User-Edits: A Medley of Preference, Supervision, and RewardDatabricks, Google DeepMind · neural information processing systemsJan 1, 2025For Better or for Worse, Transformers Seek Patterns for MemorizationMicrosoft · neural information processing systemsJan 1, 2025Nearly-Linear Time and Massively Parallel Algorithms for $k$-anonymityAlphabet · neural information processing systemsJan 1, 2025Data Selection Matters: Towards Robust Instruction Tuning of Large Multimodal ModelsMicrosoft · neural information processing systemsJan 1, 2025Learning to Solve Complex Problems via Dataset DecompositionMicrosoft · neural information processing systemsJan 1, 2025ModHiFi: Identifying High Fidelity predictive components for Model ModificationAlphabet · neural information processing systemsJan 1, 2025Generative Data Augmentation via Diffusion Distillation, Adversarial Alignment, and Importance ReweightingMicrosoft · neural information processing systemsJan 1, 2025Gradient Multi-Normalization for Efficient LLM TrainingMicrosoft · neural information processing systemsJan 1, 2025C-LoRA: Contextual Low-Rank Adaptation for Uncertainty Estimation in Large Language ModelsHorizon Robotics · neural information processing systemsJan 1, 2025LoSplit: Loss-Guided Dynamic Split for Training-Time Defense Against Graph Backdoor AttacksAlibaba · neural information processing systemsJan 1, 2025Investigating and Mitigating Catastrophic Forgetting in Medical Knowledge Injection through Internal Knowledge Augmentation LearningiFlytek · neural information processing systemsJan 1, 2025VESSA: Video-based objEct-centric Self-Supervised Adaptation for Visual Foundation ModelsAlphabet · neural information processing systemsJan 1, 2025VisualLens: Personalization through Task-Agnostic Visual HistoryMeta · neural information processing systemsJan 1, 2025Accelerating Block Coordinate Descent for LLM Finetuning via Landscape ExpansionMicrosoft · neural information processing systemsJan 1, 2025SpecEM: Training-Free LLM Ensembling via Iterative Drafting, Verification, and Online FeedbackAlphabet · neural information processing systemsJan 1, 2025Improved Algorithms for Fair Matroid Submodular MaximizationMicrosoft · neural information processing systemsJan 1, 2025Dynamic Masking and Auxiliary Hash Learning for Enhanced Cross-Modal RetrievalAlibaba · neural information processing systemsJan 1, 2025HQA-VLAttack: Towards High Quality Adversarial Attack on Vision-Language Pre-Trained ModelsAlphabet · neural information processing systemsJan 1, 2025ZeroPatcher: Training-free Sampler for Video Inpainting and EditingAlibaba · neural information processing systemsJan 1, 2025