Geometric Embedding Alignment via Curvature Matching in Transfer Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Ko, Sung Moon, Lee, Jaewan, Lee, Sumin, Yim, Soorin, Bae, Kyunghoon, Han, Sehui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Task Addition in Multi-Task Learning by Geometrical Alignment
by: Yim, Soorin, et al.
Published: (2024)
by: Yim, Soorin, et al.
Published: (2024)
Multitask Extension of Geometrically Aligned Transfer Encoder
by: Ko, Sung Moon, et al.
Published: (2024)
by: Ko, Sung Moon, et al.
Published: (2024)
Scalable Multi-Task Transfer Learning for Molecular Property Prediction
by: Lee, Chanhui, et al.
Published: (2024)
by: Lee, Chanhui, et al.
Published: (2024)
Geometrically Aligned Transfer Encoder for Inductive Transfer in Regression Tasks
by: Ko, Sung Moon, et al.
Published: (2023)
by: Ko, Sung Moon, et al.
Published: (2023)
CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction
by: Lee, Jaewan, et al.
Published: (2025)
by: Lee, Jaewan, et al.
Published: (2025)
Urban Vibrancy Embedding and Application on Traffic Prediction
by: Han, Sumin, et al.
Published: (2026)
by: Han, Sumin, et al.
Published: (2026)
Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization
by: Lee, Chanhui, et al.
Published: (2025)
by: Lee, Chanhui, et al.
Published: (2025)
LLM-Enhanced Linear Autoencoders for Recommendation
by: Moon, Jaewan, et al.
Published: (2025)
by: Moon, Jaewan, et al.
Published: (2025)
Expandable and Differentiable Dual Memories with Orthogonal Regularization for Exemplar-free Continual Learning
by: Moon, Hyung-Jun, et al.
Published: (2025)
by: Moon, Hyung-Jun, et al.
Published: (2025)
RetroReasoner: A Reasoning LLM for Strategic Retrosynthesis Prediction
by: Ko, Hanbum, et al.
Published: (2026)
by: Ko, Hanbum, et al.
Published: (2026)
Stop-RAG: Value-Based Retrieval Control for Iterative RAG
by: Park, Jaewan, et al.
Published: (2025)
by: Park, Jaewan, et al.
Published: (2025)
SafeDPO: A Simple Approach to Direct Preference Optimization with Enhanced Safety
by: Kim, Geon-Hyeong, et al.
Published: (2025)
by: Kim, Geon-Hyeong, et al.
Published: (2025)
ES-Merging: Biological MLLM Merging via Embedding Space Signals
by: Lee, Wonbin, et al.
Published: (2026)
by: Lee, Wonbin, et al.
Published: (2026)
Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs
by: Choi, Jeongwhan, et al.
Published: (2025)
by: Choi, Jeongwhan, et al.
Published: (2025)
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
by: Choi, Jeongwhan, et al.
Published: (2024)
by: Choi, Jeongwhan, et al.
Published: (2024)
Towards a Generalizable AI for Materials Discovery: Validation through Immersion Coolant Screening
by: Kim, Hyunseung, et al.
Published: (2025)
by: Kim, Hyunseung, et al.
Published: (2025)
Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
by: Seong, Kiyoung, et al.
Published: (2026)
by: Seong, Kiyoung, et al.
Published: (2026)
Deep Metric Loss for Multimodal Learning
by: Moon, Sehwan, et al.
Published: (2023)
by: Moon, Sehwan, et al.
Published: (2023)
Tri-MTL: A Triple Multitask Learning Approach for Respiratory Disease Diagnosis
by: Kim, June-Woo, et al.
Published: (2025)
by: Kim, June-Woo, et al.
Published: (2025)
Cost-Sensitive Multi-Fidelity Bayesian Optimization with Transfer of Learning Curve Extrapolation
by: Lee, Dong Bok, et al.
Published: (2024)
by: Lee, Dong Bok, et al.
Published: (2024)
Learning to Embed Time Series Patches Independently
by: Lee, Seunghan, et al.
Published: (2023)
by: Lee, Seunghan, et al.
Published: (2023)
Transferable Reinforcement Learning via Probabilistic Latent Embeddings and Dynamic Policy Adaptation for Sim-to-Real Deployment
by: Han, Gengyue, et al.
Published: (2026)
by: Han, Gengyue, et al.
Published: (2026)
Lyapunov-Guided Self-Alignment: Test-Time Adaptation for Offline Safe Reinforcement Learning
by: Han, Seungyub, et al.
Published: (2026)
by: Han, Seungyub, et al.
Published: (2026)
Multi-agent Coordination via Flow Matching
by: Lee, Dongsu, et al.
Published: (2025)
by: Lee, Dongsu, et al.
Published: (2025)
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation
by: Choi, Jeongwhan, et al.
Published: (2023)
by: Choi, Jeongwhan, et al.
Published: (2023)
TLDR: Unsupervised Goal-Conditioned RL via Temporal Distance-Aware Representations
by: Bae, Junik, et al.
Published: (2024)
by: Bae, Junik, et al.
Published: (2024)
Geometric Mixture-of-Experts with Curvature-Guided Adaptive Routing for Graph Representation Learning
by: Cao, Haifang, et al.
Published: (2026)
by: Cao, Haifang, et al.
Published: (2026)
A Mean Curvature Approach to Boundary Detection: Geometric Insights for Unsupervised Learning
by: Levada, Alexandre L. M.
Published: (2026)
by: Levada, Alexandre L. M.
Published: (2026)
Learning Infinitesimal Generators of Continuous Symmetries from Data
by: Ko, Gyeonghoon, et al.
Published: (2024)
by: Ko, Gyeonghoon, et al.
Published: (2024)
Fair Clustering via Alignment
by: Kim, Kunwoong, et al.
Published: (2025)
by: Kim, Kunwoong, et al.
Published: (2025)
FragFM: Hierarchical Framework for Efficient Molecule Generation via Fragment-Level Discrete Flow Matching
by: Lee, Joongwon, et al.
Published: (2025)
by: Lee, Joongwon, et al.
Published: (2025)
Distilling Genomic Models for Efficient mRNA Representation Learning via Embedding Matching
by: Haidari, Rasched, et al.
Published: (2026)
by: Haidari, Rasched, et al.
Published: (2026)
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
by: Bae, Sangjun, et al.
Published: (2026)
by: Bae, Sangjun, et al.
Published: (2026)
Robust Multi-Omics Integration from Incomplete Modalities Significantly Improves Prediction of Alzheimer's Disease
by: Park, Sungjoon, et al.
Published: (2025)
by: Park, Sungjoon, et al.
Published: (2025)
Modeling Matches as Language: A Generative Transformer Approach for Counterfactual Player Valuation in Football
by: Hong, Miru, et al.
Published: (2026)
by: Hong, Miru, et al.
Published: (2026)
Semantic-aware Wasserstein Policy Regularization for Large Language Model Alignment
by: Na, Byeonghu, et al.
Published: (2026)
by: Na, Byeonghu, et al.
Published: (2026)
R-GTD: A Geometric Analysis of Gradient Temporal-Difference Learning in Singular Regimes
by: Na, Hyunjun, et al.
Published: (2026)
by: Na, Hyunjun, et al.
Published: (2026)
Geometric Flow Matching for Molecular Conformation Generation via Manifold Decomposition
by: Liu, Yunqing, et al.
Published: (2026)
by: Liu, Yunqing, et al.
Published: (2026)
Geometry-Aware Backdoor Attacks: Leveraging Curvature in Hyperbolic Embeddings
by: Baheri, Ali
Published: (2025)
by: Baheri, Ali
Published: (2025)
Distillation of Large Language Models via Concrete Score Matching
by: Kim, Yeongmin, et al.
Published: (2025)
by: Kim, Yeongmin, et al.
Published: (2025)
Similar Items
-
Task Addition in Multi-Task Learning by Geometrical Alignment
by: Yim, Soorin, et al.
Published: (2024) -
Multitask Extension of Geometrically Aligned Transfer Encoder
by: Ko, Sung Moon, et al.
Published: (2024) -
Scalable Multi-Task Transfer Learning for Molecular Property Prediction
by: Lee, Chanhui, et al.
Published: (2024) -
Geometrically Aligned Transfer Encoder for Inductive Transfer in Regression Tasks
by: Ko, Sung Moon, et al.
Published: (2023) -
CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction
by: Lee, Jaewan, et al.
Published: (2025)