Dynamic Policy Induction for Adaptive Prompt Optimization: Bridging the Efficiency-Accuracy Gap via Lightweight Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Author: | Xu, Jiexi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Learning Natural Language Constraints for Safe Reinforcement Learning of Language Agents
by: Chua, Jaymari, et al.
Published: (2025)
by: Chua, Jaymari, et al.
Published: (2025)
Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM Evaluation
by: Koc, Vincent
Published: (2025)
by: Koc, Vincent
Published: (2025)
Resolving Action Bottleneck: Agentic Reinforcement Learning Informed by Token-Level Energy
by: He, Langzhou, et al.
Published: (2026)
by: He, Langzhou, et al.
Published: (2026)
Survey Transfer Learning: Recycling Data with Silicon Responses
by: Amini, Ali
Published: (2025)
by: Amini, Ali
Published: (2025)
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
by: Agrawal, Lakshya A, et al.
Published: (2025)
by: Agrawal, Lakshya A, et al.
Published: (2025)
On the Limits of Learned Importance Scoring for KV Cache Compression
by: Steele, Brady
Published: (2026)
by: Steele, Brady
Published: (2026)
SCULPT: Constraint-Guided Pruned MCTS that Carves Efficient Paths for Mathematical Reasoning
by: Fang, Qitong, et al.
Published: (2026)
by: Fang, Qitong, et al.
Published: (2026)
ReaGeo: Reasoning-Enhanced End-to-End Geocoding with LLMs
by: Cui, Jian, et al.
Published: (2026)
by: Cui, Jian, et al.
Published: (2026)
ConfProBench: A Confidence Evaluation Benchmark for MLLM-Based Process Judges
by: Zhou, Yue, et al.
Published: (2025)
by: Zhou, Yue, et al.
Published: (2025)
Aligning LLMs on a Budget: Inference-Time Alignment with Heuristic Reward Models
by: Nakamura, Mason, et al.
Published: (2025)
by: Nakamura, Mason, et al.
Published: (2025)
Scaling Trends for Multi-Hop Contextual Reasoning in Mid-Scale Language Models
by: Steele, Brady, et al.
Published: (2026)
by: Steele, Brady, et al.
Published: (2026)
The Reasoning-Creativity Trade-off: Toward Creativity-Driven Problem Solving
by: Luyten, Max Ruiz, et al.
Published: (2026)
by: Luyten, Max Ruiz, et al.
Published: (2026)
AI and Machine Learning Approaches for Predicting Nanoparticles Toxicity The Critical Role of Physiochemical Properties
by: Yousaf, Iqra
Published: (2024)
by: Yousaf, Iqra
Published: (2024)
Learning, Fast and Slow: Towards LLMs That Adapt Continually
by: Tiwari, Rishabh, et al.
Published: (2026)
by: Tiwari, Rishabh, et al.
Published: (2026)
Evo-DKD: Dual-Knowledge Decoding for Autonomous Ontology Evolution in Large Language Models
by: Raman, Vishal, et al.
Published: (2025)
by: Raman, Vishal, et al.
Published: (2025)
Bridging the Gap: An Intermediate Language for Enhanced and Cost-Effective Grapheme-to-Phoneme Conversion with Homographs with Multiple Pronunciations Disambiguation
by: Bertina, Abbas, et al.
Published: (2025)
by: Bertina, Abbas, et al.
Published: (2025)
When Gradients Collide: Failure Modes of Multi-Objective Prompt Optimization for LLM Judges
by: Darshan, Parth, et al.
Published: (2026)
by: Darshan, Parth, et al.
Published: (2026)
Deployment-Time Reliability of Learned Robot Policies
by: Agia, Christopher
Published: (2026)
by: Agia, Christopher
Published: (2026)
MOCHA: Multi-Objective Chebyshev Annealing for Agent Skill Optimization
by: Tanjim, Md Mehrab, et al.
Published: (2026)
by: Tanjim, Md Mehrab, et al.
Published: (2026)
GraphEval36K: Benchmarking Coding and Reasoning Capabilities of Large Language Models on Graph Datasets
by: Wu, Qiming, et al.
Published: (2024)
by: Wu, Qiming, et al.
Published: (2024)
The Single-File Test: A Longitudinal Public-Interface Evaluation of First-Output LLM Web Generation with Social Reach Tracking
by: Palacios, Diego Cabezas
Published: (2026)
by: Palacios, Diego Cabezas
Published: (2026)
Dynamics of COVID-19 Misinformation: An Analysis of Conspiracy Theories, Fake Remedies, and False Reports
by: Thakur, Nirmalya, et al.
Published: (2025)
by: Thakur, Nirmalya, et al.
Published: (2025)
An Aircraft Upset Recovery System with Reinforcement Learning
by: Demir, Mahir, et al.
Published: (2026)
by: Demir, Mahir, et al.
Published: (2026)
Procedural Game Level Design with Deep Reinforcement Learning
by: Özkan, Miraç Buğra
Published: (2025)
by: Özkan, Miraç Buğra
Published: (2025)
Bridging the Reasoning Gap: Small LLMs Can Plan with Generalised Strategies
by: Borro, Andrey, et al.
Published: (2025)
by: Borro, Andrey, et al.
Published: (2025)
Feedback-Normalized Developer Memory for Reinforcement-Learning Coding Agents: A Safety-Gated MCP Architecture
by: Iscan, Mehmet
Published: (2026)
by: Iscan, Mehmet
Published: (2026)
MCP: A Control-Theoretic Orchestration Framework for Synergistic Efficiency and Interpretability in Multimodal Large Language Models
by: Zhang, Luyan
Published: (2025)
by: Zhang, Luyan
Published: (2025)
Entropy-Based Measurement of Value Drift and Alignment Work in Large Language Models
by: Fadli, Samih
Published: (2025)
by: Fadli, Samih
Published: (2025)
Fractional Policy Gradients: Reinforcement Learning with Long-Term Memory
by: Pawar, Urvi, et al.
Published: (2025)
by: Pawar, Urvi, et al.
Published: (2025)
Predictive Analytics for Collaborators Answers, Code Quality, and Dropout on Stack Overflow
by: Zolduoarrati, Elijah, et al.
Published: (2025)
by: Zolduoarrati, Elijah, et al.
Published: (2025)
Streaming Continual Learning for Unified Adaptive Intelligence in Dynamic Environments
by: Giannini, Federico, et al.
Published: (2026)
by: Giannini, Federico, et al.
Published: (2026)
Automated Circuit Interpretation via Probe Prompting
by: Birardi, Giuseppe
Published: (2025)
by: Birardi, Giuseppe
Published: (2025)
From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning
by: Tomashevskiy, Timofey
Published: (2026)
by: Tomashevskiy, Timofey
Published: (2026)
Exemplar Retrieval Without Overhypothesis Induction: Limits of Distributional Sequence Learning in Early Word Learning
by: Cacioli, Jon-Paul
Published: (2026)
by: Cacioli, Jon-Paul
Published: (2026)
An Automatic Ground Collision Avoidance System with Reinforcement Learning
by: Sevgili, Seyyid Osman, et al.
Published: (2026)
by: Sevgili, Seyyid Osman, et al.
Published: (2026)
Mitigating Cross-Lingual Cultural Inconsistencies in LLMs via Consensus-Driven Preference Optimisation
by: Resck, Lucas, et al.
Published: (2026)
by: Resck, Lucas, et al.
Published: (2026)
Induce, Align, Predict: Zero-Shot Stance Detection via Cognitive Inductive Reasoning
by: Zhang, Bowen, et al.
Published: (2025)
by: Zhang, Bowen, et al.
Published: (2025)
CoupleEvo: Evolving Heuristics for Coupled Optimization Problems Using Large Language Models
by: Bömer, Thomas, et al.
Published: (2026)
by: Bömer, Thomas, et al.
Published: (2026)
TRiMS: Real-Time Tracking of Minimal Sufficient Length for Efficient Reasoning via RL
by: Bian, Tingcheng, et al.
Published: (2026)
by: Bian, Tingcheng, et al.
Published: (2026)
Similar Items
-
Learning Natural Language Constraints for Safe Reinforcement Learning of Language Agents
by: Chua, Jaymari, et al.
Published: (2025) -
Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM Evaluation
by: Koc, Vincent
Published: (2025) -
Resolving Action Bottleneck: Agentic Reinforcement Learning Informed by Token-Level Energy
by: He, Langzhou, et al.
Published: (2026) -
Survey Transfer Learning: Recycling Data with Silicon Responses
by: Amini, Ali
Published: (2025) -
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)