AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning
Paper • 2402.15506 • Published • 17
agent
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AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent
Paper • 2404.03648 • Published • 29 -
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts
Paper • 2405.19893 • Published • 33 -
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
Paper • 2405.19888 • Published • 7 -
Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration
Paper • 2406.01014 • Published • 33 -
AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
Paper • 2406.04151 • Published • 24 -
τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Paper • 2406.12045 • Published • 9 -
Agentless: Demystifying LLM-based Software Engineering Agents
Paper • 2407.01489 • Published • 65 -
Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
Paper • 2407.07061 • Published • 28 -
Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
Paper • 2407.10956 • Published • 7 -
Sibyl: Simple yet Effective Agent Framework for Complex Real-world Reasoning
Paper • 2407.10718 • Published • 19 -
POGEMA: A Benchmark Platform for Cooperative Multi-Agent Navigation
Paper • 2407.14931 • Published • 22 -
AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?
Paper • 2407.15711 • Published • 9 -
CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis
Paper • 2407.13301 • Published • 55 -
OpenDevin: An Open Platform for AI Software Developers as Generalist Agents
Paper • 2407.16741 • Published • 77 -
LAMBDA: A Large Model Based Data Agent
Paper • 2407.17535 • Published • 37 -
AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents
Paper • 2407.18901 • Published • 35 -
MindSearch: Mimicking Human Minds Elicits Deep AI Searcher
Paper • 2407.20183 • Published • 43 -
GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS
Paper • 2408.01584 • Published • 10 -
Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks
Paper • 2408.03615 • Published • 31 -
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases
Paper • 2408.03910 • Published • 18 -
Automated Design of Agentic Systems
Paper • 2408.08435 • Published • 40 -
Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance
Paper • 2409.04593 • Published • 26 -
Agent Workflow Memory
Paper • 2409.07429 • Published • 32 -
SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research Repositories
Paper • 2409.07440 • Published • 8 -
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale
Paper • 2409.16299 • Published • 11 -
MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making
Paper • 2409.16686 • Published • 10 -
Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertise
Paper • 2410.03017 • Published • 29 -
Agent S: An Open Agentic Framework that Uses Computers Like a Human
Paper • 2410.08164 • Published • 26 -
MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models
Paper • 2410.11710 • Published • 20 -
Agent-as-a-Judge: Evaluate Agents with Agents
Paper • 2410.10934 • Published • 23 -
Revealing the Barriers of Language Agents in Planning
Paper • 2410.12409 • Published • 27 -
MobA: A Two-Level Agent System for Efficient Mobile Task Automation
Paper • 2410.13757 • Published • 32 -
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation
Paper • 2410.13232 • Published • 44 -
AgentStore: Scalable Integration of Heterogeneous Agents As Specialized Generalist Computer Assistant
Paper • 2410.18603 • Published • 32 -
AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions
Paper • 2410.20424 • Published • 40 -
OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization
Paper • 2410.19609 • Published • 18 -
Teaching Embodied Reinforcement Learning Agents: Informativeness and Diversity of Language Use
Paper • 2410.24218 • Published • 6 -
OS-ATLAS: A Foundation Action Model for Generalist GUI Agents
Paper • 2410.23218 • Published • 49 -
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation
Paper • 2411.00412 • Published • 10 -
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents
Paper • 2410.24024 • Published • 49 -
WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning
Paper • 2411.02337 • Published • 36 -
Thanos: Enhancing Conversational Agents with Skill-of-Mind-Infused Large Language Model
Paper • 2411.04496 • Published • 22 -
GazeGen: Gaze-Driven User Interaction for Visual Content Generation
Paper • 2411.04335 • Published • 15 -
The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use
Paper • 2411.10323 • Published • 34 -
Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents
Paper • 2411.06559 • Published • 16 -
BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games
Paper • 2411.13543 • Published • 19 -
SketchAgent: Language-Driven Sequential Sketch Generation
Paper • 2411.17673 • Published • 18 -
Interleaved Scene Graph for Interleaved Text-and-Image Generation Assessment
Paper • 2411.17188 • Published • 20 -
Large Language Model-Brained GUI Agents: A Survey
Paper • 2411.18279 • Published • 30 -
MALT: Improving Reasoning with Multi-Agent LLM Training
Paper • 2412.01928 • Published • 46 -
Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction
Paper • 2412.04454 • Published • 71 -
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation
Paper • 2412.06531 • Published • 72 -
The BrowserGym Ecosystem for Web Agent Research
Paper • 2412.05467 • Published • 24 -
AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials
Paper • 2412.09605 • Published • 30 -
Large Action Models: From Inception to Implementation
Paper • 2412.10047 • Published • 36 -
Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models
Paper • 2412.09645 • Published • 36 -
Proposer-Agent-Evaluator(PAE): Autonomous Skill Discovery For Foundation Model Internet Agents
Paper • 2412.13194 • Published • 12 -
TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Paper • 2412.14161 • Published • 51 -
GUI Agents: A Survey
Paper • 2412.13501 • Published • 30 -
PC Agent: While You Sleep, AI Works -- A Cognitive Journey into Digital World
Paper • 2412.17589 • Published • 14 -
Agent-SafetyBench: Evaluating the Safety of LLM Agents
Paper • 2412.14470 • Published • 13 -
Training Software Engineering Agents and Verifiers with SWE-Gym
Paper • 2412.21139 • Published • 26 -
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis
Paper • 2412.19723 • Published • 87 -
A3: Android Agent Arena for Mobile GUI Agents
Paper • 2501.01149 • Published • 22 -
Agent Laboratory: Using LLM Agents as Research Assistants
Paper • 2501.04227 • Published • 95 -
Search-o1: Agentic Search-Enhanced Large Reasoning Models
Paper • 2501.05366 • Published • 103 -
InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection
Paper • 2501.04575 • Published • 25 -
PaSa: An LLM Agent for Comprehensive Academic Paper Search
Paper • 2501.10120 • Published • 55 -
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training
Paper • 2501.11425 • Published • 109 -
UI-TARS: Pioneering Automated GUI Interaction with Native Agents
Paper • 2501.12326 • Published • 64 -
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks
Paper • 2501.11733 • Published • 28 -
FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces
Paper • 2501.12909 • Published • 74 -
IntellAgent: A Multi-Agent Framework for Evaluating Conversational AI Systems
Paper • 2501.11067 • Published • 13 -
CowPilot: A Framework for Autonomous and Human-Agent Collaborative Web Navigation
Paper • 2501.16609 • Published • 7 -
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search
Paper • 2502.02584 • Published • 16 -
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?
Paper • 2502.00674 • Published • 13 -
MetaChain: A Fully-Automated and Zero-Code Framework for LLM Agents
Paper • 2502.05957 • Published • 15 -
InSTA: Towards Internet-Scale Training For Agents
Paper • 2502.06776 • Published • 9 -
Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training
Paper • 2502.06589 • Published • 21 -
EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents
Paper • 2502.09560 • Published • 35 -
OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
Paper • 2502.11271 • Published • 18 -
Autellix: An Efficient Serving Engine for LLM Agents as General Programs
Paper • 2502.13965 • Published • 19 -
TAG: A Decentralized Framework for Multi-Agent Hierarchical Reinforcement Learning
Paper • 2502.15425 • Published • 9 -
Self-Taught Agentic Long Context Understanding
Paper • 2502.15920 • Published • 3 -
WebGames: Challenging General-Purpose Web-Browsing AI Agents
Paper • 2502.18356 • Published • 14 -
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents
Paper • 2502.18017 • Published • 21 -
PodAgent: A Comprehensive Framework for Podcast Generation
Paper • 2503.00455 • Published • 6 -
MPO: Boosting LLM Agents with Meta Plan Optimization
Paper • 2503.02682 • Published • 29 -
Agent models: Internalizing Chain-of-Action Generation into Reasoning models
Paper • 2503.06580 • Published • 20 -
API Agents vs. GUI Agents: Divergence and Convergence
Paper • 2503.11069 • Published • 36 -
STEVE: AStep Verification Pipeline for Computer-use Agent Training
Paper • 2503.12532 • Published • 17 -
Survey on Evaluation of LLM-based Agents
Paper • 2503.16416 • Published • 96 -
Verbal Process Supervision Elicits Better Coding Agents
Paper • 2503.18494 • Published • 2 -
Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Paper • 2503.21460 • Published • 83 -
UI-R1: Enhancing Action Prediction of GUI Agents by Reinforcement Learning
Paper • 2503.21620 • Published • 62 -
Classical Planning with LLM-Generated Heuristics: Challenging the State of the Art with Python Code
Paper • 2503.18809 • Published • 9 -
Agent S2: A Compositional Generalist-Specialist Framework for Computer Use Agents
Paper • 2504.00906 • Published • 27 -
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Paper • 2504.01990 • Published • 305 -
AgentRewardBench: Evaluating Automatic Evaluations of Web Agent Trajectories
Paper • 2504.08942 • Published • 28 -
Breaking the Data Barrier -- Building GUI Agents Through Task Generalization
Paper • 2504.10127 • Published • 17 -
SocioVerse: A World Model for Social Simulation Powered by LLM Agents and A Pool of 10 Million Real-World Users
Paper • 2504.10157 • Published • 17 -
The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
Paper • 2504.08066 • Published • 16 -
TextArena
Paper • 2504.11442 • Published • 30 -
MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
Paper • 2504.09702 • Published • 18 -
Exploring Expert Failures Improves LLM Agent Tuning
Paper • 2504.13145 • Published • 12 -
UFO2: The Desktop AgentOS
Paper • 2504.14603 • Published • 29 -
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners
Paper • 2504.14239 • Published • 14 -
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities
Paper • 2504.16078 • Published • 21 -
Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning
Paper • 2504.17192 • Published • 124 -
LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects
Paper • 2504.19838 • Published • 23 -
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Paper • 2504.19413 • Published • 48 -
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning
Paper • 2504.20073 • Published • 12 -
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Paper • 2505.01441 • Published • 39 -
Think on your Feet: Adaptive Thinking via Reinforcement Learning for Social Agents
Paper • 2505.02156 • Published • 18 -
Multi-Agent System for Comprehensive Soccer Understanding
Paper • 2505.03735 • Published • 25 -
OSUniverse: Benchmark for Multimodal GUI-navigation AI Agents
Paper • 2505.03570 • Published • 8 -
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
Paper • 2505.04253 • Published • 14 -
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenge
Paper • 2505.10468 • Published • 10 -
Creating General User Models from Computer Use
Paper • 2505.10831 • Published • 5 -
Visual Agentic Reinforcement Fine-Tuning
Paper • 2505.14246 • Published • 32 -
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification
Paper • 2505.16938 • Published • 121 -
Distilling LLM Agent into Small Models with Retrieval and Code Tools
Paper • 2505.17612 • Published • 81 -
UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
Paper • 2505.21496 • Published • 38 -
WebDancer: Towards Autonomous Information Seeking Agency
Paper • 2505.22648 • Published • 33 -
Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents
Paper • 2505.24878 • Published • 23 -
GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
Paper • 2506.03143 • Published • 53 -
TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems
Paper • 2506.04133 • Published • 3 -
ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development
Paper • 2506.05010 • Published • 80 -
Surfer-H Meets Holo1: Cost-Efficient Web Agent Powered by Open Weights
Paper • 2506.02865 • Published • 33 -
MedAgentGym: Training LLM Agents for Code-Based Medical Reasoning at Scale
Paper • 2506.04405 • Published • 7 -
Agents of Change: Self-Evolving LLM Agents for Strategic Planning
Paper • 2506.04651 • Published • 8 -
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
Paper • 2506.11763 • Published • 74 -
Scaling Test-time Compute for LLM Agents
Paper • 2506.12928 • Published • 63 -
OAgents: An Empirical Study of Building Effective Agents
Paper • 2506.15741 • Published • 35 -
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning
Paper • 2506.24119 • Published • 51 -
WebSailor: Navigating Super-human Reasoning for Web Agent
Paper • 2507.02592 • Published • 126 -
PresentAgent: Multimodal Agent for Presentation Video Generation
Paper • 2507.04036 • Published • 11 -
Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving
Paper • 2507.06229 • Published • 76 -
MIRIX: Multi-Agent Memory System for LLM-Based Agents
Paper • 2507.07957 • Published • 80 -
GUI-G^2: Gaussian Reward Modeling for GUI Grounding
Paper • 2507.15846 • Published • 135 -
MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models
Paper • 2507.12806 • Published • 21 -
LLM Economist: Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra
Paper • 2507.15815 • Published • 7 -
MMBench-GUI: Hierarchical Multi-Platform Evaluation Framework for GUI Agents
Paper • 2507.19478 • Published • 33 -
A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence
Paper • 2507.21046 • Published • 85 -
GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis
Paper • 2507.21035 • Published • 3 -
ScreenCoder: Advancing Visual-to-Code Generation for Front-End Automation via Modular Multimodal Agents
Paper • 2507.22827 • Published • 101 -
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training
Paper • 2508.00414 • Published • 94 -
SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution
Paper • 2507.23348 • Published • 12 -
CellForge: Agentic Design of Virtual Cell Models
Paper • 2508.02276 • Published • 39 -
RoboMemory: A Brain-inspired Multi-memory Agentic Framework for Lifelong Learning in Physical Embodied Systems
Paper • 2508.01415 • Published • 8 -
AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks
Paper • 2508.00890 • Published • 7 -
LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?
Paper • 2508.01780 • Published • 21 -
HyCodePolicy: Hybrid Language Controllers for Multimodal Monitoring and Decision in Embodied Agents
Paper • 2508.02629 • Published • 6 -
Efficient Agents: Building Effective Agents While Reducing Cost
Paper • 2508.02694 • Published • 86 -
SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience
Paper • 2508.04700 • Published • 52 -
Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning
Paper • 2508.03501 • Published • 59 -
Enhancing Vision-Language Model Training with Reinforcement Learning in Synthetic Worlds for Real-World Success
Paper • 2508.04280 • Published • 35 -
Agent Lightning: Train ANY AI Agents with Reinforcement Learning
Paper • 2508.03680 • Published • 138 -
Web-CogReasoner: Towards Knowledge-Induced Cognitive Reasoning for Web Agents
Paper • 2508.01858 • Published • 20 -
CoAct-1: Computer-using Agents with Coding as Actions
Paper • 2508.03923 • Published • 13 -
OS Agents: A Survey on MLLM-based Agents for General Computing Devices Use
Paper • 2508.04482 • Published • 9 -
WideSearch: Benchmarking Agentic Broad Info-Seeking
Paper • 2508.07999 • Published • 111 -
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
Paper • 2508.07407 • Published • 99 -
BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent
Paper • 2508.06600 • Published • 41 -
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Paper • 2508.05748 • Published • 142 -
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL
Paper • 2508.07976 • Published • 52 -
OpenCUA: Open Foundations for Computer-Use Agents
Paper • 2508.09123 • Published • 33 -
Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory
Paper • 2508.09736 • Published • 58 -
AWorld: Dynamic Multi-Agent System with Stable Maneuvering for Robust GAIA Problem Solving
Paper • 2508.09889 • Published • 32 -
UI-Venus Technical Report: Building High-performance UI Agents with RFT
Paper • 2508.10833 • Published • 45 -
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
Paper • 2508.13167 • Published • 129 -
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Paper • 2508.13186 • Published • 19 -
CAMAR: Continuous Actions Multi-Agent Routing
Paper • 2508.12845 • Published • 7 -
Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward
Paper • 2508.12800 • Published • 6 -
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers
Paper • 2508.14704 • Published • 43 -
Mobile-Agent-v3: Foundamental Agents for GUI Automation
Paper • 2508.15144 • Published • 65 -
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs
Paper • 2508.16153 • Published • 162 -
PosterGen: Aesthetic-Aware Paper-to-Poster Generation via Multi-Agent LLMs
Paper • 2508.17188 • Published • 17 -
Training Language Model Agents to Find Vulnerabilities with CTF-Dojo
Paper • 2508.18370 • Published • 3 -
ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks
Paper • 2508.15804 • Published • 15 -
MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
Paper • 2508.20453 • Published • 63 -
AWorld: Orchestrating the Training Recipe for Agentic AI
Paper • 2508.20404 • Published • 38 -
UItron: Foundational GUI Agent with Advanced Perception and Planning
Paper • 2508.21767 • Published • 12 -
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Paper • 2509.02547 • Published • 235 -
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning
Paper • 2509.02544 • Published • 127 -
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning
Paper • 2509.08755 • Published • 57 -
MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools
Paper • 2509.09734 • Published • 16 -
QuantAgent: Price-Driven Multi-Agent LLMs for High-Frequency Trading
Paper • 2509.09995 • Published • 16 -
WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research
Paper • 2509.13312 • Published • 106 -
Scaling Agents via Continual Pre-training
Paper • 2509.13310 • Published • 117 -
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning
Paper • 2509.13305 • Published • 91 -
Towards General Agentic Intelligence via Environment Scaling
Paper • 2509.13311 • Published • 72 -
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents
Paper • 2509.13309 • Published • 67 -
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization
Paper • 2509.13313 • Published • 80 -
ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data
Paper • 2509.15221 • Published • 111 -
Towards Human-like Multimodal Conversational Agent by Generating Engaging Speech
Paper • 2509.14627 • Published • 1 -
LIMI: Less is More for Agency
Paper • 2509.17567 • Published • 104 -
ARE: Scaling Up Agent Environments and Evaluations
Paper • 2509.17158 • Published • 36 -
SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Paper • 2509.16941 • Published • 21 -
Mano Report
Paper • 2509.17336 • Published • 10 -
GEM: A Gym for Agentic LLMs
Paper • 2510.01051 • Published • 91 -
Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution
Paper • 2509.25301 • Published • 20 -
JoyAgent-JDGenie: Technical Report on the GAIA
Paper • 2510.00510 • Published • 4 -
Multi-Agent Tool-Integrated Policy Optimization
Paper • 2510.04678 • Published • 31 -
Don't Just Fine-tune the Agent, Tune the Environment
Paper • 2510.10197 • Published • 30 -
AlphaQuanter: An End-to-End Tool-Orchestrated Agentic Reinforcement Learning Framework for Stock Trading
Paper • 2510.14264 • Published • 10 -
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
Paper • 2510.16872 • Published • 112 -
DeepAgent: A General Reasoning Agent with Scalable Toolsets
Paper • 2510.21618 • Published • 102 -
Tongyi DeepResearch Technical Report
Paper • 2510.24701 • Published • 103 -
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds
Paper • 2511.08892 • Published • 214 -
HaluMem: Evaluating Hallucinations in Memory Systems of Agents
Paper • 2511.03506 • Published • 95 -
UniVA: Universal Video Agent towards Open-Source Next-Generation Video Generalist
Paper • 2511.08521 • Published • 39 -
Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning
Paper • 2511.14460 • Published • 21 -
General Agentic Memory Via Deep Research
Paper • 2511.18423 • Published • 170 -
Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO
Paper • 2511.13288 • Published • 19 -
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence
Paper • 2511.18538 • Published • 302 -
Deep Research: A Systematic Survey
Paper • 2512.02038 • Published • 73 -
PosterCopilot: Toward Layout Reasoning and Controllable Editing for Professional Graphic Design
Paper • 2512.04082 • Published • 14 -
Step-GUI Technical Report
Paper • 2512.15431 • Published • 133 -
Memory in the Age of AI Agents
Paper • 2512.13564 • Published • 155 -
Adaptation of Agentic AI
Paper • 2512.16301 • Published • 108 -
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models
Paper • 2512.24618 • Published • 152 -
MAI-UI Technical Report: Real-World Centric Foundation GUI Agents
Paper • 2512.22047 • Published • 30 -
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization
Paper • 2512.24615 • Published • 119 -
Agentic Reasoning for Large Language Models
Paper • 2601.12538 • Published • 202 -
Kimi K2.5: Visual Agentic Intelligence
Paper • 2602.02276 • Published • 259