Agentic Framework

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33 papers in the last four weeks, up 313% on the four weeks before. 0.3% of all new papers.

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Latest papers 194

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Dr. RTL: Autonomous Agentic RTL Optimization through Tool-Grounded Self-Improvement
Apr 16, 2026Wenji Fang, Yao Lu, Shang Liu +5Hierarchical Register Transfer Level Generation Register Transfer Level
Hong Kong University of Science and Technology (HKUST)
CAMO: An Agentic Framework for Automated Causal Discovery from Micro Behaviors to Macro Emergence in LLM Agent Simulations
Apr 16, 2026Xiangning Yu, Yuwei Guo, Yuqi Hou +2User Simulation Emergence
College of Intelligence and Computing, Tianjin University, Tianjin, China · Tianjin Key Laboratory of Healthy Habitat and Smart Technology, Tianjin, China · Laboratory of Computation and Analytics of Complex Management Systems, Tianjin University, Tianjin, China
Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering
Mar 30, 2026Yanjie Zhang, Yafei Li, Rui Sheng +5Chart Visual Reasoning
HKUST, Hong Kong SAR, China · HKUST(GZ), Guangzhou, China
AutoB2G: Agentic Simulation and Reinforcement Learning for Spatio-Temporal Grid-Interactive Building Control
Mar 27, 2026Borui Zhang, Nariman Mahdavi, Subbu Sethuvenkatraman +1Power Systems Agentic Framework
University of New South Wales Sydney, NSW, Australia · CSIRO Newcastle, NSW, Australia
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning
Mar 24, 2026Haoyu Huang, Jinfa Huang, Zhongwei Wan +3Multimodal Agents Multimodal Large Language Models
Xiamen University, Xiamen, Fujian, China · University of Rochester, Rochester, NY, USA · The Ohio State University, Columbus, OH, USA
A Skill-augmented Agentic Framework and Benchmark for Multi-Video Understanding
Mar 16, 2026Yue Zhang, Liqiang Jing, Jia Li +4Fine-Grained Video Understanding Long Video Question Answering
University of Texas at Dallas, USA
MOOSEnger: A Simulation-Aware AI Agent Framework for the MOOSE Ecosystem
Mar 5, 2026Mengnan Li, Jason Miller, Zaid Abulawi +7User Simulation Agentic Framework
Idaho National Laboratory, 995 MK Simpson Blvd, Idaho Falls, 83401, ID, USA
Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning
Mar 2, 2026Guilhem Fouilhé, Rebecca Eifler, Antonin Poché +2Large Language Model Planning Agentic Framework
IRIT, Toulouse, France · LAAS-CNRS, Toulouse, France · IRT Saint Exupery, Toulouse, France +2
Toward Autonomous O-RAN: A Multi-Scale Agentic AI Framework for Real-Time Network Control and Management
Feb 15, 2026Hojjat Navidan, Mohammad Cheraghinia, Jaron Fontaine +5Open Radio Access Networks Agentic Framework
IDLab, Department of Information Technology at Ghent University - imec, Ghent, Belgium · Department of Electrical and Computer Engineering, Princeton University, USA
An Agentic Framework for Neuro-Symbolic Programming
Jan 2, 2026Aliakbar Nafar, Chetan Chigurupati, Danial Kamali +2Neuro-Symbolic Framework Agentic Framework
Michigan State University
VASP Agent: An Agentic Framework for Autonomous First-principles Calculations
Dec 22, 2025Zeyu Xia, Jinzhe Ma, Congjie Zheng +11Agentic Framework First-Principles Calculation
Shanghai Artificial Intelligence Laboratory, Shanghai, 200232, China. · Department of Computer Science and Technology, Tsinghua University, Beijing, 100084, China. · School of Physical Science and Technology, ShanghaiTech University, Shanghai, 201210, China. +6
Echo-CoPilot: A Multiple-Perspective Agentic Framework for Reliable Echocardiography Interpretation
Dec 6, 2025Moein Heidari, Ali Mehrabian, Mohammad Amin Roohi +5Copilot Agentic Framework
The University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute, New Brunswick, NJ, USA
Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents
Oct 22, 2025Gil Pasternak, Dheeraj Rajagopal, Julia White +4Large Language Model Agents Proactive
LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios
Aug 25, 2025Bingxi Zhao, Lin Geng Foo, Ping Hu +3Agentic Framework Production Agentic Systems

Apr 16, 2026, cs.AIJ/K move · Enter open · S save

Dr. RTL: Autonomous Agentic RTL Optimization through Tool-Grounded Self-Improvement

Wenji Fang, Yao Lu, Shang Liu, Jing Wang+4

Hong Kong University of Science and Technology (HKUST)

Hierarchical Register Transfer Level Generation Register Transfer Level Agentic Optimization Icr-Rl Agentic Framework Recursive Self-Improvement

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Recent advances in large language models (LLMs) have sparked growing interest in automatic RTL optimization for better performance, power, and area (PPA). However, existing methods are still far from realistic RTL optimization. Their evaluation settings are often unrealistic: they are tested on manually degraded, small-scale RTL designs and rely on weak open-source tools. Their optimization methods are also limited, relying on coarse design-level feedback and simple pre-defined rewriting rules. To address these limitations, we present Dr. RTL, an agentic framework for RTL timing optimization in a realistic evaluation environment, with continual self-improvement through reusable optimization skills. We establish a realistic evaluation setting with more challenging RTL designs and an industrial EDA workflow. Within this setting, Dr. RTL performs closed-loop optimization through a multi-agent framework for critical-path analysis, parallel RTL rewriting, and tool-based evaluation. We further introduce group-relative skill learning, which compares parallel RTL rewrites and distills the optimization experience into an interpretable skill library. Currently, this library contains 47 pattern--strategy entries for cross-design reuse to improve PPA and accelerate convergence, and it can continue evolving over time. Evaluated on 20 real-world RTL designs, Dr. RTL achieves average WNS/TNS improvements of 21%/17% with a 6% area reduction over the industry-leading commercial synthesis tool.

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