Papers

12094 papers

ICLR2024

NECO: NEural Collapse Based Out-of-distribution detection

Summary pending...

anomaly detectionOOD
ICLR2024

VONet: Unsupervised Video Object Learning With Parallel U-Net Attention and Object-wise Sequential VAE

Summary pending...

Unsupervised learning; Video object learning
ICLR2024

OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models

Summary pending...

Large Language Model CompressionDifferentiable Quantization
ICLR2024

Octavius: Mitigating Task Interference in MLLMs via LoRA-MoE

Summary pending...

Large Language Model (LLM)Multi-task learningMulti-modal learning
ICLR2024

Balancing Act: Constraining Disparate Impact in Sparse Models

Summary pending...

deep learningsparsitydisparate impact
ICLR2024

ReSimAD: Zero-Shot 3D Domain Transfer for Autonomous Driving with Source Reconstruction and Target Simulation

Summary pending...

Autonomous Driving3D Domain TransferZero-shot 3D Detection
ICLR2024

HIFA: High-fidelity Text-to-3D Generation with Advanced Diffusion Guidance

Summary pending...

Text-to-3DGenerative modelsDiffusion models
ICLR2024

Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost

Summary pending...

Auxiliary Learning; Neural Architecture Search; Soft Parameter Sharing; Multi-Task Learning; Single Task Inference Cost
ICLR2024

INViTE: INterpret and Control Vision-Language Models with Text Explanations

Summary pending...

Interpretation; Transformer
ICLR2024

DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing

Summary pending...

Model-based Reinforcement Learning; Reward Shaping; Reward Smoothing
ICLR2024

How Does Unlabeled Data Provably Help Out-of-Distribution Detection?

Summary pending...

out-of-distribution detectionlearnability
ICLR2024

Set Learning for Accurate and Calibrated Models

Summary pending...

set learningcalibrationoverconfidence
ICLR2024

Symphony: Symmetry-Equivariant Point-Centered Spherical Harmonics for 3D Molecule Generation

Summary pending...

moleculespherical harmonicsequivariant
ICLR2024

Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks

Summary pending...

Graph Neural NetworksUncertainity QuantificationCalibration
ICLR2024

Adaptive Regularization of Representation Rank as an Implicit Constraint of Bellman Equation

Summary pending...

representation learningdeep reinforcement learning
ICLR2024

On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes

Summary pending...

Language modelsDistillationRLHF
ICLR2024

SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation

Summary pending...

Machine unlearninggenerative modeldiffusion model
ICLR2024

Pooling Image Datasets with Multiple Covariate Shift and Imbalance

Summary pending...

image harmonizationmedical imaging
ICLR2024

Ferret: Refer and Ground Anything Anywhere at Any Granularity

Summary pending...

FerretMultimodal Large Language ModelReferring
ICLR2024

Sin3DM: Learning a Diffusion Model from a Single 3D Textured Shape

Summary pending...

3D generationshape analysis and synthesisdiffusion models