Papers

12094 papers

TMLR2025

Don’t Judge Before You CLIP: A Unified Approach for Perceptual Tasks

Summary pending...

TMLR2025

On Representing Convex Quadratically Constrained Quadratic Programs via Graph Neural Networks

Summary pending...

TMLR2025

M4GN: Mesh-based Multi-segment Hierarchical Graph Network for Dynamic Simulations

Summary pending...

TMLR2025

Solving Quadratic Programs via Deep Unrolled Douglas-Rachford Splitting

Summary pending...

TMLR2025

CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization

Summary pending...

TMLR2025

A Bias Correction Mechanism for Distributed Asynchronous Optimization

Summary pending...

TMLR2025

On Time Series Clustering with Graph Neural Networks

Summary pending...

TMLR2025

Balancing Utility and Privacy: Dynamically Private SGD with Random Projection

Summary pending...

TMLR2025

An Information-Theoretic Lower Bound on the Generalization Error of Autoencoders

Summary pending...

TMLR2025

Certified Robustness to Data Poisoning in Gradient-Based Training

Summary pending...

TMLR2025

Decomposed Direct Preference Optimization for Structure-Based Drug Design

Summary pending...

TMLR2025

Before Forgetting, There's Learning: Representation Learning Challenges in Online Unsupervised Continual Learning

Summary pending...

TMLR2025

Adapting Chat Language Models Using Only Target Unlabeled Language Data

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TMLR2025

Amdahl’s Law for LLMs: A Throughput-Centric Analysis of Extreme LLM Quantization

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TMLR2025

Spurious Privacy Leakage in Neural Networks

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TMLR2025

Beyond Marginals: Learning Joint Spatio-Temporal Patterns for Multivariate Anomaly Detection

Summary pending...

TMLR2025

Learning Reward Machines from Partially Observed Policies

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TMLR2025

GMAgent: A Graph-oriented Multi-agent Collaboration Framework for Text-attributed Graph Analysis

Summary pending...

TMLR2025

CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives

Summary pending...

TMLR2025

Robustness in Large Language Models: A Survey of Mitigation Strategies and Evaluation Metrics

Summary pending...