Papers

Filtered to agentic systems · clear filter

Browse by term

continual learning 83reinforcement learning 50large language models 12benchmarking 11benchmarks 11language models 11vision-language models 11robotics 7natural language processing 6world models 6generative models 5recursive self-improvement 5attention mechanisms 4diffusion Transformers 4multi-agent systems 4multimodal learning 4multimodal models 4on-policy distillation 4self-distillation 4self-supervised learning 4transformers 4video generation 4vision-language-action models 4agent-based systems 3agentic models 3agentic search 3autonomous systems 3coding agents 3diffusion models 3image generation 3

Matching papers

Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design

123 upvotes · 10 AUG 2026 · Qing Zong, Jiayu Liu, Junhao Shen et al.

This paper explores how agentic systems can improve on their own through co-evolution, where multiple agents and their environment adapt to each other, and discusses the challenges and benefits of building such systems that can learn beyond human design.

agentic systemsco-evolutionself-directed evolutioncontinual learningmulti-agent systemsadaptive pressure

VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

64 upvotes · 29 JUL 2026 · Haodong Li, Tianfei Ren, Xiaoxiao Ma et al.

This paper introduces VideoCoCo, a system that uses executable Blender code to generate physically consistent videos from text prompts, and shows promising results in improving video generation quality. Practitioners might care about this research if they want to generate realistic videos that are also physically plausible.

agentic systemscode-as-inputcontinual video generationphysics-based simulationvideo editingBlender