Seanie Lee

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authored 4 papers 8 months ago

Distilling LLM Agent into Small Models with Retrieval and Code Tools

Paper • 2505.17612 • Published May 23, 2025 • 81

Learning diverse attacks on large language models for robust red-teaming and safety tuning

Paper • 2405.18540 • Published May 28, 2024 • 1

Trajectory Balance with Asynchrony: Decoupling Exploration and Learning for Fast, Scalable LLM Post-Training

Paper • 2503.18929 • Published Mar 24, 2025 • 4

FedSVD: Adaptive Orthogonalization for Private Federated Learning with LoRA

Paper • 2505.12805 • Published May 19, 2025 • 22

authored 2 papers 11 months ago

FedRand: Enhancing Privacy in Federated Learning with Randomized LoRA Subparameter Updates

Paper • 2503.07216 • Published Mar 10, 2025 • 32

SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models

Paper • 2502.12464 • Published Feb 18, 2025 • 28

authored 7 papers over 1 year ago

Self-Supervised Dataset Distillation for Transfer Learning

Paper • 2310.06511 • Published Oct 10, 2023

DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models

Paper • 2305.16943 • Published May 26, 2023

Knowledge-Augmented Reasoning Distillation for Small Language Models in Knowledge-Intensive Tasks

Paper • 2305.18395 • Published May 28, 2023 • 1

Contrastive Learning with Adversarial Perturbations for Conditional Text Generation

Paper • 2012.07280 • Published Dec 14, 2020

Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries

Paper • 2402.13043 • Published Feb 20, 2024 • 2

Self-Distillation for Further Pre-training of Transformers

Paper • 2210.02871 • Published Sep 30, 2022 • 1

HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models

Paper • 2410.01524 • Published Oct 2, 2024 • 3

authored a paper over 2 years ago

Scalable Set Encoding with Universal Mini-Batch Consistency and Unbiased Full Set Gradient Approximation

Paper • 2208.12401 • Published Aug 26, 2022 • 1