Papers

12094 papers

ICLR2025

When does compositional structure yield compositional generalization? A kernel theory.

Summary pending...

compositional generalizationrule learningkernel regression
ICLR2025

Object-Centric Pretraining via Target Encoder Bootstrapping

Summary pending...

Object-centric learningbootstrappingself-supervised pretraining
ICLR2025

Empowering Users in Digital Privacy Management through Interactive LLM-Based Agents

Summary pending...

LLMAgentUsable Privacy Policies
ICLR2025

Learning to Discover Regulatory Elements for Gene Expression Prediction

Summary pending...

Gene ExpressionDeep LearningSequence Modeling
ICLR2025

Rapidly Adapting Policies to the Real-World via Simulation-Guided Fine-Tuning

Summary pending...

Robot LearningReinforcement LearningFine-Tuning
ICLR2025

What Matters in Learning from Large-Scale Datasets for Robot Manipulation

Summary pending...

imitation learningroboticsdataset composition
ICLR2025

Global Convergence of Policy Gradient in Average Reward MDPs

Summary pending...

Policy GradientReinforcement LearningAverage Reward MDPs
ICLR2025

Human-inspired Episodic Memory for Infinite Context LLMs

Summary pending...

large language modelslong contextretrieval
ICLR2025

Lossy Compression with Pretrained Diffusion Models

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CompressionStable DiffusionFlux
ICLR2025

Estimating the Probabilities of Rare Outputs in Language Models

Summary pending...

low probabilitiesadversarial trainingimportance sampling
ICLR2025

ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models

Summary pending...

Climate BenchmarkScientific Foundation ModelsScientific Question Answering
ICLR2025

Benign Overfitting in Out-of-Distribution Generalization of Linear Models

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Over-parameterizationbenign overfittingOOD generalization
ICLR2025

Locality Alignment Improves Vision-Language Models

Summary pending...

Multimodal language modelsvision-language modelslocality
ICLR2025

Solving hidden monotone variational inequalities with surrogate losses

Summary pending...

Variational InequalityOptimizationSurrogate
ICLR2025

NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains

Summary pending...

Embodied AINeuro-symbolic AI
ICLR2025

L3Ms — Lagrange Large Language Models

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LLMalignment
ICLR2025

Risk-Sensitive Variational Actor-Critic: A Model-Based Approach

Summary pending...

reinforcement learningvariational inferencerisk sensitive RL
ICLR2025

ORSO: Accelerating Reward Design via Online Reward Selection and Policy Optimization

Summary pending...

Reinforcement LearningReward DesignReward Selection
ICLR2025

No Need to Talk: Asynchronous Mixture of Language Models

Summary pending...

language modelsdistributed learningdivide and conquer
ICLR2025

Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration

Summary pending...

Optimistic explorationCuriosityImitation learning