ICL-Router: In-Context Learned Model Representations for LLM Routing
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Chenxu, Li, Hao, Zhang, Yiqun, Chen, Linyao, Chen, Jianhao, Jian, Ping, Ye, Peng, Zhang, Qiaosheng, Hu, Shuyue |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing
by: Li, Hao, et al.
Published: (2026)
by: Li, Hao, et al.
Published: (2026)
Learning Compact Representations of LLM Abilities via Item Response Theory
by: Chen, Jianhao, et al.
Published: (2025)
by: Chen, Jianhao, et al.
Published: (2025)
SinkRouter: Sink-Aware Routing for Efficient Long-Context Decoding in Large Language and Multimodal Models
by: Liu, Junnan, et al.
Published: (2026)
by: Liu, Junnan, et al.
Published: (2026)
Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
by: Tang, Shengji, et al.
Published: (2026)
by: Tang, Shengji, et al.
Published: (2026)
RouterBench: A Benchmark for Multi-LLM Routing System
by: Hu, Qitian Jason, et al.
Published: (2024)
by: Hu, Qitian Jason, et al.
Published: (2024)
GQWformer: A Quantum-based Transformer for Graph Representation Learning
by: Yu, Lei, et al.
Published: (2024)
by: Yu, Lei, et al.
Published: (2024)
OrcaRouter: A Production-Oriented LLM Router with Hybrid Offline-Online Learning
by: Bao, Zhenghua, et al.
Published: (2026)
by: Bao, Zhenghua, et al.
Published: (2026)
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation
by: Fang, Liancheng, et al.
Published: (2025)
by: Fang, Liancheng, et al.
Published: (2025)
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute
by: Chen, Jianhao, et al.
Published: (2025)
by: Chen, Jianhao, et al.
Published: (2025)
TabICL: A Tabular Foundation Model for In-Context Learning on Large Data
by: Qu, Jingang, et al.
Published: (2025)
by: Qu, Jingang, et al.
Published: (2025)
Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack
by: Xu, Xiaoyue, et al.
Published: (2024)
by: Xu, Xiaoyue, et al.
Published: (2024)
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models
by: Chen, Shuhao, et al.
Published: (2024)
by: Chen, Shuhao, et al.
Published: (2024)
ProxRouter: Proximity-Weighted LLM Query Routing for Improved Robustness to Outliers
by: Patel, Shivam, et al.
Published: (2025)
by: Patel, Shivam, et al.
Published: (2025)
MTRouter: Cost-Aware Multi-Turn LLM Routing with History-Model Joint Embeddings
by: Zhang, Yiqun, et al.
Published: (2026)
by: Zhang, Yiqun, et al.
Published: (2026)
When Routing Collapses: On the Degenerate Convergence of LLM Routers
by: Lai, Guannan, et al.
Published: (2026)
by: Lai, Guannan, et al.
Published: (2026)
More Than Routing: Joint GPS and Route Modeling for Refine Trajectory Representation Learning
by: Ma, Zhipeng, et al.
Published: (2024)
by: Ma, Zhipeng, et al.
Published: (2024)
Auto-ICL: In-Context Learning without Human Supervision
by: Yang, Jinghan, et al.
Published: (2023)
by: Yang, Jinghan, et al.
Published: (2023)
TensorOpera Router: A Multi-Model Router for Efficient LLM Inference
by: Stripelis, Dimitris, et al.
Published: (2024)
by: Stripelis, Dimitris, et al.
Published: (2024)
Ensemble Successor Representations for Task Generalization in Offline-to-Online Reinforcement Learning
by: Wang, Changhong, et al.
Published: (2024)
by: Wang, Changhong, et al.
Published: (2024)
VL-RouterBench: A Benchmark for Vision-Language Model Routing
by: Huang, Zhehao, et al.
Published: (2025)
by: Huang, Zhehao, et al.
Published: (2025)
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning
by: Scarlatos, Alexander, et al.
Published: (2023)
by: Scarlatos, Alexander, et al.
Published: (2023)
Router-R1: Teaching LLMs Multi-Round Routing and Aggregation via Reinforcement Learning
by: Zhang, Haozhen, et al.
Published: (2025)
by: Zhang, Haozhen, et al.
Published: (2025)
Adaptive Theory of Mind for LLM-based Multi-Agent Coordination
by: Mu, Chunjiang, et al.
Published: (2026)
by: Mu, Chunjiang, et al.
Published: (2026)
DP-TabICL: In-Context Learning with Differentially Private Tabular Data
by: Carey, Alycia N., et al.
Published: (2024)
by: Carey, Alycia N., et al.
Published: (2024)
Dynamic Adversarial Reinforcement Learning for Robust Multimodal Large Language Models
by: Bao, Yicheng, et al.
Published: (2026)
by: Bao, Yicheng, et al.
Published: (2026)
Life-Cycle Routing Vulnerabilities of LLM Router
by: Lin, Qiqi, et al.
Published: (2025)
by: Lin, Qiqi, et al.
Published: (2025)
Outcome-Aware Tool Selection for Semantic Routers: Latency-Constrained Learning Without LLM Inference
by: Chen, Huamin, et al.
Published: (2026)
by: Chen, Huamin, et al.
Published: (2026)
Reconciling In-Context and In-Weight Learning via Dual Representation Space Encoding
by: Chen, Guanyu, et al.
Published: (2026)
by: Chen, Guanyu, et al.
Published: (2026)
Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization
by: Tang, Haochun, et al.
Published: (2026)
by: Tang, Haochun, et al.
Published: (2026)
ThinkRouter: Efficient Reasoning via Routing Thinking between Latent and Discrete Spaces
by: Xu, Xin, et al.
Published: (2026)
by: Xu, Xin, et al.
Published: (2026)
RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing
by: Jin, Ruihan, et al.
Published: (2025)
by: Jin, Ruihan, et al.
Published: (2025)
E-ICL: Enhancing Fine-Grained Emotion Recognition through the Lens of Prototype Theory
by: Ren, Zhaochun, et al.
Published: (2024)
by: Ren, Zhaochun, et al.
Published: (2024)
Lodestar: An Online-Learning LLM Inference Router
by: Lim, Gangmuk, et al.
Published: (2026)
by: Lim, Gangmuk, et al.
Published: (2026)
TRACE: Temporal Routing with Autoregressive Cross-channel Experts for EEG Representation Learning
by: Ma, Fan, et al.
Published: (2026)
by: Ma, Fan, et al.
Published: (2026)
A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement
by: Tang, Shengji, et al.
Published: (2025)
by: Tang, Shengji, et al.
Published: (2025)
vLLM Semantic Router: Signal Driven Decision Routing for Mixture-of-Modality Models
by: Liu, Xunzhuo, et al.
Published: (2026)
by: Liu, Xunzhuo, et al.
Published: (2026)
Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection
by: Huang, Xiaoyu, et al.
Published: (2024)
by: Huang, Xiaoyu, et al.
Published: (2024)
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records
by: Chen, Jiayuan, et al.
Published: (2024)
by: Chen, Jiayuan, et al.
Published: (2024)
One Router to Route Them All: Homogeneous Expert Routing for Heterogeneous Graph Transformers
by: Shakirov, Georgiy, et al.
Published: (2025)
by: Shakirov, Georgiy, et al.
Published: (2025)
PickLLM: Context-Aware RL-Assisted Large Language Model Routing
by: Sikeridis, Dimitrios, et al.
Published: (2024)
by: Sikeridis, Dimitrios, et al.
Published: (2024)
Similar Items
-
LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing
by: Li, Hao, et al.
Published: (2026) -
Learning Compact Representations of LLM Abilities via Item Response Theory
by: Chen, Jianhao, et al.
Published: (2025) -
SinkRouter: Sink-Aware Routing for Efficient Long-Context Decoding in Large Language and Multimodal Models
by: Liu, Junnan, et al.
Published: (2026) -
Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
by: Tang, Shengji, et al.
Published: (2026) -
RouterBench: A Benchmark for Multi-LLM Routing System
by: Hu, Qitian Jason, et al.
Published: (2024)