EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery
cs.CL
Submitted: 2026-09-30
Updated: 2026-09-30
Comments: Project page: https://open-galapagos.github.io/evoduet_project_page/
Code: https://github.com/algorithmicsuperintelligence/openevolve
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
- Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
- CodeEvolve: an open source evolutionary coding agent for algorithmic discovery and optimization
- AdaEvolve: Adaptive LLM Driven Zeroth-Order Optimization
- RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation
- ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning
- SpatialClaw: Rethinking Action Interface for Agentic Spatial Reasoning
- Kernel-Smith: A Unified Recipe for Evolutionary Kernel Optimization
- Accelerating scientific discovery with Co-Scientist
- ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineering
- Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity
- Active Retrieval Augmented Generation
- Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
- Agent Explorative Policy Optimization for Multimodal Agentic Reasoning
- Why and When Visual Token Pruning Fails? A Study on Relevant Visual Information Shift in MLLMs Decoding
- ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution
- Phantom of Latent for Large Language and Vision Models
- TroL: Traversal of Layers for Large Language and Vision Models
- GenRecal: Generation after Recalibration from Large to Small Vision-Language Models
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