Papers

12094 papers

ICLR2025

Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers

Summary pending...

control vectorsactivation steeringsparse autoencoders
ICLR2025

Triples as the Key: Structuring Makes Decomposition and Verification Easier in LLM-based TableQA

Summary pending...

TableQATriples
ICLR2025

Utilitarian Algorithm Configuration for Infinite Parameter Spaces

Summary pending...

Algorithm configurationUtilitarian algorithm configurationbandits
ICLR2025

The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited

Summary pending...

Geometric deep learningGraph Neural NetworksGraph Rewiring
ICLR2025

On the Optimization and Generalization of Two-layer Transformers with Sign Gradient Descent

Summary pending...

Sign Gradient Descent; Transformer; Training Dynamics; Theory
ICLR2025

Towards Robust Alignment of Language Models: Distributionally Robustifying Direct Preference Optimization

Summary pending...

Direct Preference OptimizationLLM's alignmentDistributionally Robust Optimization
ICLR2025

Improving Uncertainty Estimation through Semantically Diverse Language Generation

Summary pending...

llmnlguncertainty estimation
ICLR2025

Improving Reasoning Performance in Large Language Models via Representation Engineering

Summary pending...

Large Language ModelsReasoningIntelligence
ICLR2025

Optimizing Backward Policies in GFlowNets via Trajectory Likelihood Maximization

Summary pending...

generative flow networksgflownetsreinforcement learning
ICLR2025

Elliptic Loss Regularization

Summary pending...

regularizerloss landscapediffusion
ICLR2025

EcoFace: Audio-Visual Emotional Co-Disentanglement Speech-Driven 3D Talking Face Generation

Summary pending...

3D Talking face generationAudio-visual emotional co-disentanglementSpeaker-specific
ICLR2025

Noise-conditioned Energy-based Annealed Rewards (NEAR): A Generative Framework for Imitation Learning from Observation

Summary pending...

imitation learningenergy based generative modelsreinforcement learning
ICLR2025

Learn Your Reference Model for Real Good Alignment

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reinforcement learning from human feedbacklanguage modelsRLHF
ICLR2025

Gumbel Counterfactual Generation From Language Models

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Causalitylanguage modelscounterfactuals
ICLR2025

Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts

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Multilingual LLMMedical LLM
ICLR2025

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models

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Emergent AbilityLarge Language Models (LLMs)Multifractal Analysis
ICLR2025

Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs

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Irregular Time SeriesODE
ICLR2025

How Much is Unseen Depends Chiefly on Information About the Seen

Summary pending...

Good-Turing frequency estimationMultinomial probability estimationUnseen events
ICLR2025

Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks

Summary pending...

Graph Neural Networks (GNNs)Shapley InteractionsGame Theory
ICLR2025

RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models

Summary pending...

Diffusion modelretrieval augmented generationdifferential privacy