$AGNT agent

Latest papers

1. CommerceGen-Studio: An End-to-End Framework for Commercial-Grade Main-Image Generation cs.CV · 14 Oct · 2 hits

   …of information extraction, semantic rewriting, and multi-condition generation: Prompt-Eval-Refine-Loop Agent (PERL-Agent) distills heterogeneous SKU metadata into concise selling-point text lists through an…

2. Co-Evolving Acting and Forecasting for Language Agents cs.AI · 14 Oct · 2 hits

   Training language agents is bottlenecked by the high cost of long-horizon rollouts, yet standard agentic reinforcement learning…

3. Price of Anarchy of First-Price Auctions in Agentic Markets cs.GT · 14 Oct · 2 hits

   An agentic market is a decentralized serving-time market where AI agents bid to claim each user prompt. An agent's bid is based on its expected value for the prompt, which is…

4. Player-1: Learning to Play from Synthetic Experience cs.CV · 14 Oct · 2 hits

   Computer-use agents have demonstrated strong capabilities in interpreting screens and executing keyboard and mouse…

5. One Task, Many Interfaces: Simple Cross-Interface Consistency Training Improves LLM Agent Robustness cs.LG · 14 Oct · 5 hits

   Post-training binds the competence of an LLM agent to the interface it was trained on. Semantics-preserving perturbations of that interface, such as…

6. Any Time, Any Space: A World-State-Centric Framework for Agentic Video Generation cs.CV · 14 Oct · 1 hit

   …and achieves the highest aggregate benchmark score for each backbone. It also outperforms the compared agents and 3D-guided methods on target-image spatial revisit, leads three event-recapture criteria, and…

7. Scaling Discovery Requires Forgetting cs.AI · 14 Oct · 12 hits

   Automated research with LLM agents has shown promising results in various domains. Through iterative refinement and scored verifiers, LLM…

8. PhySGA: A Physics-Space Grounded Agentic Framework for Generalizable and Interactive 3D Composition cs.AI · 14 Oct · 3 hits

   …these challenges, we propose PhySGA, a Physics-Space Grounded Agentic Framework for 3D composition via agent exploration and physical simulation, enabling the universal interactive assembly of rigid, articulated,…