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TauricResearch/TradingAgents

TradingAgents: Multi-Agents LLM Financial Trading Framework

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paperBeyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security AgentspaperPACE: A Proxy for Agentic Capability EvaluationpaperLLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive DashboardpaperJoint Learning of Experiential Rules and Policies for Large Language Model AgentspaperMM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling AgentspaperA Tutorial on Autonomous Fault-Tolerant Control Using Knowledge-Grounded LLM AgentspaperLoop the Loopies!paperPerceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual ReasoningpaperCLaC@FinMMEval 2026 Task 3: Sentiment-Augmented Deep Reinforcement Learning for Active Trading -- An Alpha-Reward ApproachpaperAdvancing Omnimodal Embodied Agents from Isolated Skills to Everyday Physical AutonomypaperPolyWorkBench: Benchmarking Multilingual Long-Horizon LLM AgentspaperInformation Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM AgentspaperEvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary WorldpaperAutoresearch with Coding Agents: Generalizers and Metric-Maximizers on Quran Recitation DatapaperFinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question AnsweringpaperSelf-State Attacks on Self-Hosted AI Agents: How Far Can OS Defenses Go?paperACE: Pluggable Adaptive Context Elasticizer across AgentspaperDo AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and ExecutionpaperGenerative Skill Composition for LLM AgentspaperAgents in the Wild: Where Research Meets DeploymentpaperThermodynamics-Informed Input Reparameterization for Neural Prediction of Real-Fluid Thermodynamic Properties in Supercritical CombustionpaperIGGT4D: Streaming 4D Instance-Grounded Geometry TransformerpaperPhaseAware: Interpretable Human-in-the-Loop Rehabilitation Scoring with Boundary MonitoringpaperPRM-as-a-Judge 1.5: A Toolkit for Robot Process AssessmentpaperWhen State Becomes an Attack Surface: State-Semantic Injection in LLM-Driven Embodied AgentspaperDiagnosing Dense Same-Class Attribute Misbinding in Large Vision-Language ModelspaperSWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?paperApodex 1.1: Scaling Agentic Intelligence for Complex WorkpaperBrowserForge: Scaling Web Episode via Parallel Browser SandboxespaperA Visual Dependence-Aware Framework for Multimodal Unsupervised Continual Post-TrainingpaperMRMS: A Multi-Resolution Memory Substrate for Long-Lived AI AgentspaperBridging Diffusion Pruning and Step Distillation with Teacher-Aligned RepairpaperClarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific CollaborationpaperToolFailBench: Diagnosing Tool-Use Failures in LLM AgentspaperTask-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026paperBrainPilot: Automating Brain Discovery with Agentic ResearchpaperDigital Pantheon: Simulating and Auditing Coalition Formation with LLM AgentspaperThe Ethics of Autonomous AI Agents for Offensive SecuritypaperAREX: Towards a Recursively Self-Improving Agent for Deep ResearchpaperEmpowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task PlanningpaperPolicy-Invariant Reward Shaping from LLM Feedback: A Framework for Hybrid RL AgentspaperD2C-Routing: Dimension-to-Composition Evidence Routing for Mixed-Origin AI-Generated Text DetectionpaperConsolidating RLVR Capabilities Across Domains: A Deep Dive into Fusion ParadigmspaperTTPO: Test-Time Policy OptimizationpaperRASA: Disentangled Spatial-Motional Priors for Cross-Identity Character AnimationpaperAre These Modules Worth Their Cost? A Paradigm-Level Accuracy-Cost Analysis of In-context Learning Text-to-SQLpaperNL2AGBench: Benchmarking LLM Auto-Formalization for AlphaGeometrypaperSelf-rewarding agents that retrace failurespaperDeepStress: Stress-Testing Deep Search AgentspaperA multi-scale feature enhanced graph neural network for fluid dynamics prediction in complex geometriespaperVEXAIoT: Autonomous IoT Vulnerability EXploitation using AI AgentspaperWhen Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier ModelspaperAlways-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgentspaperDynamo: Dynamic Skill-Tool Evolution for Vision-Language AgentspaperWhose doctor does the AI recommend? An algorithm audit of reputation and demographic signals in large language model-assisted physician choicepaperPACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic EnvironmentspaperNeurosymbolic Embodied AgentspaperDSPrompt: Dynamic Soft Prompt Defense Against M-RAG CorruptionpaperOn the Fragility of Self-Improving Agents: Variance, Task Order, and UnderspecificationpaperBeyond Teacher Likelihood: Group-Calibrated On-Policy Distillation for Long-Context ReasoningpaperAI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-ImprovementpaperScienceArena: Benchmarking LLMs on Latest Scientific Olympiad CompetitionspaperPaperGym: Rubric-Centered Evolution for Research-Plan GenerationpaperCan We Trust Item Response Theory for AI Evaluation?

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paperOn the Fragility of Self-Improving Agents: Variance, Task Order, and UnderspecificationtoolipaperAlways-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgentspersonLjx-007paperA multi-scale feature enhanced graph neural network for fluid dynamics prediction in complex geometriespersonsaksham0161paperDiagnosing Dense Same-Class Attribute Misbinding in Large Vision-Language ModelspaperWhose doctor does the AI recommend? An algorithm audit of reputation and demographic signals in large language model-assisted physician choicepaperPolyWorkBench: Benchmarking Multilingual Long-Horizon LLM AgentspaperPRM-as-a-Judge 1.5: A Toolkit for Robot Process AssessmenttoolepaperConsolidating RLVR Capabilities Across Domains: A Deep Dive into Fusion ParadigmspaperWhen Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier ModelspaperDynamo: Dynamic Skill-Tool Evolution for Vision-Language Agentstoole501paperBrainPilot: Automating Brain Discovery with Agentic ResearchpaperAutoresearch with Coding Agents: Generalizers and Metric-Maximizers on Quran Recitation DatapaperApodex 1.1: Scaling Agentic Intelligence for Complex WorkpaperDeepStress: Stress-Testing Deep Search AgentspaperMRMS: A Multi-Resolution Memory Substrate for Long-Lived AI AgentspaperInformation Gain-based Rollout Policy Optimization: An Adaptive Tree-Structured Rollout Approach for Multi-Turn LLM AgentspaperThe Ethics of Autonomous AI Agents for Offensive SecuritypaperVEXAIoT: Autonomous IoT Vulnerability EXploitation using AI AgentspaperBridging Diffusion Pruning and Step Distillation with Teacher-Aligned RepairpaperA Tutorial on Autonomous Fault-Tolerant Control Using Knowledge-Grounded LLM AgentstooltradingagentspaperRASA: Disentangled Spatial-Motional Priors for Cross-Identity Character AnimationpaperLoop the Loopies!paperSelf-rewarding agents that retrace failurespaperCan We Trust Item Response Theory for AI Evaluation?paperAdvancing Omnimodal Embodied Agents from Isolated Skills to Everyday Physical AutonomypaperPhaseAware: Interpretable Human-in-the-Loop Rehabilitation Scoring with Boundary MonitoringpaperACE: Pluggable Adaptive Context Elasticizer across AgentspersonZhongyi-LupaperPaperGym: Rubric-Centered Evolution for Research-Plan GenerationpaperSWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?personjavierdejesusdapaperDo AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and ExecutionpaperAre These Modules Worth Their Cost? A Paradigm-Level Accuracy-Cost Analysis of In-context Learning Text-to-SQLpaperAI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-ImprovementpaperNeurosymbolic Embodied AgentspaperGenerative Skill Composition for LLM AgentspaperLLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive DashboardtoolsimpaperClarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific CollaborationpaperEmpowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task PlanningpaperJoint Learning of Experiential Rules and Policies for Large Language Model AgentspaperBeyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agentstoolc4paperPACE: A Proxy for Agentic Capability EvaluationpaperD2C-Routing: Dimension-to-Composition Evidence Routing for Mixed-Origin AI-Generated Text DetectionpersonEdwardoSunnytool0.3.1personluohy15paperBeyond Teacher Likelihood: Group-Calibrated On-Policy Distillation for Long-Context ReasoningpaperThermodynamics-Informed Input Reparameterization for Neural Prediction of Real-Fluid Thermodynamic Properties in Supercritical CombustionpersonchauhangpaperCLaC@FinMMEval 2026 Task 3: Sentiment-Augmented Deep Reinforcement Learning for Active Trading -- An Alpha-Reward ApproachpaperToolFailBench: Diagnosing Tool-Use Failures in LLM AgentspaperWhen State Becomes an Attack Surface: State-Semantic Injection in LLM-Driven Embodied AgentspaperTTPO: Test-Time Policy OptimizationpaperTask-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026paperPolicy-Invariant Reward Shaping from LLM Feedback: A Framework for Hybrid RL Agentstoolpy310paperIGGT4D: Streaming 4D Instance-Grounded Geometry TransformerpersonRealMyth21toolbpaperAREX: Towards a Recursively Self-Improving Agent for Deep Researchtool0.4.0personmakk9toolworklogtooluppaperPerceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual ReasoningpersoncsoboypaperMM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling AgentstoolfpaperPACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic EnvironmentspersonYijia-XiaopersonZeroActpaperFormal Mechanisms for Market Stability in Self-Interested Agent Societies: A Marketplace Simulation Studytoolreadme.mdpersonAtharvSabdepaperDSPrompt: Dynamic Soft Prompt Defense Against M-RAG CorruptionpaperSelf-State Attacks on Self-Hosted AI Agents: How Far Can OS Defenses Go?persondowithlesstoolresultspaperScienceArena: Benchmarking LLMs on Latest Scientific Olympiad CompetitionspaperA Visual Dependence-Aware Framework for Multimodal Unsupervised Continual Post-Trainingtoolf401toolwpersonMirza-Samad-Ahmed-BaigtooltestspaperAgents in the Wild: Where Research Meets DeploymentpersonBcardopaperFinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question AnsweringpersonRinZ27paperEvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary WorldpersonCadeYutoolsetuptools.build_metapaperDigital Pantheon: Simulating and Auditing Coalition Formation with LLM AgentspaperBrowserForge: Scaling Web Episode via Parallel Browser Sandboxespersonmaxer137paperNL2AGBench: Benchmarking LLM Auto-Formalization for AlphaGeometry

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