Key papers

• NexForge: Scaling Agent Capabilities through Requirement-Driven Task Synthesis for LLMs (2026)
  Jiarong Zhao et al.
  7.96
• Test-Time Scaling via Error Localization (2026)
  Rajiv Shailesh Chitale et al.
  5.49
• IDEAgent: Agentic Quality-Diversity Search for Research Idea Generation (2026)
  Varun Gumma et al.
  4.98
• Prompting GPT-5 on Scrum Certification Questions: An Empirical Accuracy Study (2026)
  Mirko Perkusich et al.
  4.39
• Validate the Dream Before You Trust Its Verdict: Admissibility for World-Model Simulators (2026)
  Christian Oefinger et al.
  4.39
• Diversifying to Verify: When Task-Equivalent Programs Differ in Verifiability (2026)
  Shirley Yu et al.
  4.39
• Practical Source Code Recovery from Binary Functions Using Anchor-Based Retrieval and LLM Reasoning (2026)
  Charles Edward Gagnon et al.
  4.39
• FixItFlow: Automated Troubleshooting Guide Generation from Cloud Incidents (2026)
  Srihari Unnikrishnan et al.
  4.39
• Compaction as Epistemic Failure: How Agentic LLM Tools Fabricate Confirmed Results from Killed Processes (2026)
  Hiroki Tamba
  4.39
• Inference Economics of Enterprise Coding Agents: A Case Study of Cloud vs. On-Premise LLMs (2026)
  Sheng-Wei Peng et al.
  4.39
• HEDGEHOG: Hierarchical Evaluation of Drug Generators Through Rigorous Filtration (2026)
  Daria A. Ryabchenko (Ligand Pro et al.
  4.39
• Set-shifting Behavioral Test for Harnessed Agents (2026)
  Ziwei Ye
  4.39
• DevicesWorld: Benchmarking Cross-Device Agents in Heterogeneous Environments (2026)
  Huatao Li et al.
  4.39
• Binding Drift in Multi-Step Tool-Augmented Agents (2026)
  Rahul Suresh Babu et al.
  4.39
• CODENS: Transforming Code Changes into Living, Accessible, and Queryable Documentation (2026)
  Abdelhak Kelious et al.
  4.39
• Skillware: A Software Ontology and Engineering Lifecycle for Persistent Behavioral Artifacts (2026)
  Haodi Fan et al.
  4.39
• SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation (2026)
  Weifeng Sun et al.
  4.39
• DFAH-Bench: Benchmarking Observable Agent Instability in Financial Decision-Making (2026)
  Raffi Khatchadourian
  4.39
• Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality (2026)
  Oussama Ben Sghaier et al.
  2.00
• REFORGE: A Method for Benchmarking LLMs' Reverse Engineering Capabilities in Decompiled Binary Function Naming (2026)
  Nicolas Koller et al.
  2.00
• AgentFAIR: A Multi-Agent Collaborative Framework for FAIRness Evaluation of Geospatial Datasets (2026)
  Ming Chen et al.
  2.00
• DataFlow-Harness: A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines (2026)
  Runming He et al.
  2.00
• When LLMs Over-Answer: Measuring and Mitigating Quality Issues in LLM-Based Hardware Description Language Question Answering (2026)
  Ziteng Hu et al.
  2.00
• FlowEvo: Self-Evolving Agents through the Co-Evolution of Workflows and Executable Skills (2026)
  Zeyu Ren et al.
  2.00
• From Obligation to Specification: A Survey on Validating EU AI Act Requirements in RE (2026)
  T. Y. Emmy Lai et al.
  2.00
• Coupled Hierarchical Search over Topology and Execution for Agentic Workflow Synthesis (2026)
  Dong Li et al.
  2.00
• SCOPE and SCION: A Benchmark and an Auditable Reference Pipeline for Schema Induction and Fusion from Text (2026)
  Miaobo Hu et al.
  2.00
• LeafData: An Agentic System for Data Migration (2026)
  Sadanand Katukuri et al.
  2.00
• Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions (2026)
  Pin Qian et al.
  2.00
• Tool-Guided Retrieval-Augmented Repair for Securing LLM-Generated C Code (2026)
  Vidyut Sriram et al.
  2.00
• Defining AI-Native Systems: Autonomy as Revision Authority (2026)
  Cheng Tan
  2.00
• Pixels for Programs? A Cross-Provider Case Study of Input-Token Accounting for Source Code as Text and Images (2026)
  Ronak Bhalgami
  2.00
• Enhancing SLMs for Sustainable Code Optimization in Radio-Astronomy (2026)
  Elisa Chiarotto et al.
  2.00
• Persistent Computational State: A Session-Centric Runtime for Generative World Models (2026)
  Zhen Lin
  2.00
• How Do AI Coding Agents Contribute to Software Development? an Empirical Study of Agentic Pull Requests (2026)
  Iren Mazloomzadeh et al.
  2.00
• DAGForge: Auditable Causal DAG Authoring with Biomedical Literature (2026)
  Yi-han Sheu et al.
  2.00
• TRW: TRACE-RealWorld---An Auditable Consistency Contract for World Models as Materialized Views (2026)
  Edward Y. Chang
  2.00
• CEL: Comprehensive Counterfactual Explanations Library and Benchmark (2026)
  Oleksii Furman et al.
  2.00
• DBA-Bench: A Production-Fidelity Benchmark for LLM-Based Database Operations Agents (2026)
  Junming Chen et al.
  2.00
• Do Agent Benchmarks Measure Capability? Protocol Validity in the Age of Agentic AI (2026)
  Jiaqi Shao et al.
  2.00
• Agentic Root Cause Analysis through Evidence-Grounded Reasoning (2026)
  Amaury Wei et al.
  2.00
• MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation (2026)
  Zhen Zhao et al.
  2.00
• CausalForge: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference (2026)
  Jiyuan Tan et al.
  2.00
• Opaque Epistemic Mediation: How LLM Deployment Configurations Shape the Validation of Pseudo-Science (2026)
  Davide Scarso et al.
  2.00
• The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents (2026)
  Darshan Tank et al.
  2.00
• AuditRepairBench: A Paired-Execution Trace Corpus for Evaluator-Channel Ranking Instability in Agent Repair (2026)
  Yuelin Hu et al.
  1.89
• ASEval: Automated Trajectory-Level Security Testing for Autonomous Agents (2026)
  Jianan Ma et al.
  1.89
• Exploring Robust Multi-Agent Workflows for Environmental Data Management (2026)
  Boyuan Guan et al.
  1.83
• Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL? (2026)
  Jing Ye et al.
  1.67
• InteractComp: Evaluating Search Agents With Ambiguous Queries (2025)
  Mingyi Deng et al.
  1.50
• From Hugging Face to GitHub: Tracing License Drift in the Open-Source AI Ecosystem (2025)
  James Jewitt et al.
  1.44
• Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research (2025)
  Kan Hatakeyama-Sato et al.
  1.28
• Detecting Non-optimal Decisions Of Embodied Agents Via Diversity-guided Metamorphic Testing (2025)
  Wenzhao Wu, Yahui Tang, Mingfei Cheng, et al.
  1.28
• RobotPerf: An Open-Source, Vendor-Agnostic, Benchmarking Suite for Evaluating Robotics Computing System Performance (2023)
  V\'ictor Mayoral-Vilches et al.
  —