{"total":55,"rows":[{"id":"2510.06727","title":"Scaling LLM Multi-turn RL with End-to-end Summarization-based Context Management","created":"2025-10-08","cited_by_count":51,"area":null},{"id":"2508.20033","title":"DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesis","created":"2025-08-27","cited_by_count":34,"area":null},{"id":"2604.08523","title":"ClawBench: Can AI Agents Complete Everyday Online Tasks?","created":"2026-04-09","cited_by_count":33,"area":null},{"id":"2601.14652","title":"MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks","created":"2026-01-21","cited_by_count":32,"area":null},{"id":"2603.22293","title":"TIPS: Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs","created":"2026-03-11","cited_by_count":24,"area":null},{"id":"2607.13988","title":"TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents","created":"2026-07-15","cited_by_count":16,"area":null},{"id":"2510.24668","title":"InteractComp: Evaluating Search Agents With Ambiguous Queries","created":"2025-10-28","cited_by_count":12,"area":null},{"id":"2607.20734","title":"LLMs Get Lost in Evolving User Intent","created":"2026-07-22","cited_by_count":10,"area":null},{"id":"2602.12108","title":"The Pensieve Paradigm: Stateful Language Models Mastering Their Own Context","created":"2026-02-12","cited_by_count":9,"area":null},{"id":"2606.02461","title":"AgentCL: Toward Rigorous Evaluation of Continual Learning in Language Agents","created":"2026-06-01","cited_by_count":9,"area":null},{"id":"2606.13003","title":"The Illusion of Multi-Agent Advantage","created":"2026-06-11","cited_by_count":9,"area":null},{"id":"2605.06235","title":"OBLIQ-Bench: Exposing Overlooked Bottlenecks in Modern Retrievers with Latent and Implicit Queries","created":"2026-05-07","cited_by_count":8,"area":null},{"id":"2602.21456","title":"Revisiting Text Ranking in Deep Research","created":"2026-02-25","cited_by_count":7,"area":null},{"id":"2601.23188","title":"Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience","created":"2026-01-30","cited_by_count":5,"area":null},{"id":"2606.00408","title":"Masking Stale Observations Helps Search Agents -- Until It Doesn't: A Regime Map and Its Mechanism","created":"2026-05-29","cited_by_count":5,"area":null},{"id":"2605.15156","title":"MeMo: Memory as a Model","created":"2026-05-14","cited_by_count":4,"area":null},{"id":"2606.16285","title":"HiMPO: Hindsight-Informed Memory Policy Optimization for Less-Entangled Credit in Long-Horizon Agents","created":"2026-06-15","cited_by_count":4,"area":null},{"id":"2606.29718","title":"Diagnosing and Mitigating Context Rot in Long-horizon Search","created":"2026-06-29","cited_by_count":3,"area":null},{"id":"2603.15653","title":"Recursive Language Models Meet Uncertainty: The Surprising Effectiveness of Self-Reflective Program Search for Long Context","created":"2026-03-07","cited_by_count":2,"area":null},{"id":"2604.22294","title":"SLIDERS: Systematic Reviews via Automated Evidence Synthesis and Reconciliation","created":"2026-04-24","cited_by_count":2,"area":null},{"id":"2605.06920","title":"In-Context Credit Assignment via the Core","created":"2026-05-07","cited_by_count":2,"area":null},{"id":"2608.01913","title":"Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents","created":"2026-08-03","cited_by_count":2,"area":null},{"id":"2511.00444","title":"LIR: The First Workshop on Late Interaction and Multi Vector Retrieval @ ECIR 2026","created":"2025-11-01","cited_by_count":1,"area":null},{"id":"2601.17879","title":"Self-Manager: Parallel Agent Loop for Long-form Deep Research","created":"2026-01-25","cited_by_count":1,"area":null},{"id":"2601.18116","title":"BEAR: Budgeted Evidence Allocation for Multi-Document Reasoning","created":"2026-01-26","cited_by_count":1,"area":null},{"id":"2602.18425","title":"RVR: Retrieve-Verify-Retrieve for Comprehensive Question Answering","created":"2026-02-20","cited_by_count":1,"area":null},{"id":"2608.02097","title":"Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents","created":"2026-08-03","cited_by_count":1,"area":null},{"id":"2608.18027","title":"Chain-of-Experience for Continual LLM Improvement","created":"2026-08-18","cited_by_count":1,"area":null},{"id":"2609.32192","title":"CoMemBench: Benchmarking Collaborative Memory Boundaries across Multi-Agent Workflow Topologies","created":"2026-09-26","cited_by_count":1,"area":null},{"id":"2609.37725","title":"Context Language Models","created":"2026-09-29","cited_by_count":1,"area":null},{"id":"2610.08077","title":"Self-Retrospection Distillation: Turning Post-hoc Experiences into Prior Foresight","created":"2026-10-06","cited_by_count":1,"area":null},{"id":"2512.16553","title":"Needle in the Web: A Benchmark for Retrieving Targeted Web Pages in the Wild","created":"2025-12-18","cited_by_count":0,"area":null},{"id":"2604.03189","title":"Reflective Context Learning: Studying the Optimization Primitives of Context Space","created":"2026-04-03","cited_by_count":0,"area":null},{"id":"2604.14448","title":"MARCA: A Checklist-Based Benchmark for Multilingual Web Search","created":"2026-04-15","cited_by_count":0,"area":null},{"id":"2604.16576","title":"On the Robustness of LLM-Based Dense Retrievers: A Systematic Analysis of Generalizability and Stability","created":"2026-04-17","cited_by_count":0,"area":null},{"id":"2606.30175","title":"CORTEX: High-Quality Cross-Domain Organization of Web-Scale Corpora through Ontological Corpus Graph","created":"2026-06-29","cited_by_count":0,"area":null},{"id":"2607.12257","title":"On-Device Deep Research at 4B: Exposure Bounds Faithfulness, Retrieval Bounds Coverage","created":"2026-07-14","cited_by_count":0,"area":null},{"id":"2607.13920","title":"DeepStress: Stress-Testing Deep Search Agents","created":"2026-07-15","cited_by_count":0,"area":null},{"id":"2608.12127","title":"SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks","created":"2026-08-12","cited_by_count":0,"area":null},{"id":"2608.14107","title":"Retrieval Grounding Latent Reasoning for Dense Retrieval","created":"2026-08-14","cited_by_count":0,"area":null},{"id":"2608.30303","title":"Lazy Grounding: Attacking Search Agents with Factual Evidence","created":"2026-08-31","cited_by_count":0,"area":null},{"id":"2609.04269","title":"Corporate-Family Resolution Is Not a String-Matching Problem: A Public Benchmark Stratified by Name Visibility","created":"2026-09-02","cited_by_count":0,"area":null},{"id":"2609.09410","title":"Benchmarking Hybrid Deep Research Across Database Querying and Web Search","created":"2026-09-08","cited_by_count":0,"area":null},{"id":"2609.09783","title":"BRACE: Anchored Bellman-Residual Correction for Stale Critics in Asynchronous RL","created":"2026-09-09","cited_by_count":0,"area":null},{"id":"2609.34590","title":"The Model Knows When to Stop: Training-Free Early Stopping for Long-Context Reading","created":"2026-09-28","cited_by_count":0,"area":null},{"id":"2609.37082","title":"Traverse: Learning When to Remember, Reset, and Redirect for Long-Horizon Web Search","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2609.38670","title":"Where Scientific Search Agents Fail: Decision-Checkpoint Auditing of Exposure and Inspection Attempts","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2609.39109","title":"T-Router: Learning Thalamic Routing for Reasoning with Parameter-Efficient Reinforcement Learning","created":"2026-09-30","cited_by_count":0,"area":null},{"id":"2609.39912","title":"TRACE: Trajectory Selection for Parallel Scaling of Search Agents","created":"2026-09-30","cited_by_count":0,"area":null},{"id":"2610.03372","title":"SCAD: Structured Credit Assignment and Distillation for Long-Horizon Agents","created":"2026-10-02","cited_by_count":0,"area":null},{"id":"2610.03574","title":"HyperBrowseComp: A Multilingual and Multimodal Stress Test for Web-Browsing Agents","created":"2026-10-02","cited_by_count":0,"area":null},{"id":"2610.05382","title":"Harness-Search: Guiding Long-Horizon Search through Multi-Agent Coordination","created":"2026-10-04","cited_by_count":0,"area":null},{"id":"2610.15208","title":"PANINI-DR: Controlled Deep Research through Generative Semantic Workspaces","created":"2026-10-10","cited_by_count":0,"area":null},{"id":"2610.17666","title":"DeltaTTG: Training Multi-Turn Agents with a Token-to-Go Progress Meter","created":"2026-10-13","cited_by_count":0,"area":null},{"id":"2610.18784","title":"Pack Light, CarryOn: Building Object-Oriented Context for Long-Horizon Agents","created":"2026-10-13","cited_by_count":0,"area":null}],"next_cursor":null}