{"total":54,"rows":[{"id":"2505.16834","title":"SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis","created":"2025-05-22","cited_by_count":55,"area":"lr"},{"id":"2512.02425","title":"WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning","created":"2025-12-02","cited_by_count":53,"area":"lr"},{"id":"2507.09477","title":"Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs","created":"2025-07-13","cited_by_count":42,"area":"lr"},{"id":"2502.01142","title":"DeepRAG: Thinking to Retrieve Step by Step for Large Language Models","created":"2025-02-03","cited_by_count":38,"area":"lr"},{"id":"2506.04185","title":"R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning","created":"2025-06-04","cited_by_count":34,"area":"lr"},{"id":"2501.07861","title":"ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding","created":"2025-01-14","cited_by_count":32,"area":"lr"},{"id":"2504.15909","title":"Synergizing RAG and Reasoning: A Systematic Review","created":"2025-04-22","cited_by_count":27,"area":"lr"},{"id":"2410.01782","title":"Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models","created":"2024-10-02","cited_by_count":25,"area":"lr"},{"id":"2602.03442","title":"A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces","created":"2026-02-03","cited_by_count":24,"area":"lr"},{"id":"2504.04915","title":"Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration","created":"2025-04-07","cited_by_count":20,"area":"lr"},{"id":"2506.10408","title":"Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges","created":"2025-06-12","cited_by_count":19,"area":"lr"},{"id":"2407.18553","title":"REAPER: Reasoning based Retrieval Planning for Complex RAG Systems","created":"2024-07-26","cited_by_count":16,"area":"lr"},{"id":"2507.02962","title":"RAG-R1: Incentivizing the Search and Reasoning Capabilities of LLMs through Multi-query Parallelism","created":"2025-06-30","cited_by_count":16,"area":"lr"},{"id":"2601.04703","title":"Beyond Monolithic Architectures: A Multi-Agent Search and Knowledge Optimization Framework for Agentic Search","created":"2026-01-08","cited_by_count":11,"area":"lr"},{"id":"2503.13514","title":"RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration","created":"2025-03-14","cited_by_count":9,"area":"lr"},{"id":"2603.03292","title":"From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG","created":"2026-02-06","cited_by_count":7,"area":"lr"},{"id":"2506.03939","title":"Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning","created":"2025-06-04","cited_by_count":6,"area":"lr"},{"id":"2507.05714","title":"HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation","created":"2025-07-08","cited_by_count":6,"area":"lr"},{"id":"2501.11885","title":"Med-R$^2$: Crafting Trustworthy LLM Physicians via Retrieval and Reasoning of Evidence-Based Medicine","created":"2025-01-21","cited_by_count":5,"area":"lr"},{"id":"2601.11024","title":"PruneRAG: Confidence-Guided Query Decomposition Trees for Efficient Retrieval-Augmented Generation","created":"2026-01-16","cited_by_count":5,"area":"lr"},{"id":"2507.07634","title":"FrugalRAG: Less is More in RL Finetuning for Multi-Hop Question Answering","created":"2025-07-10","cited_by_count":4,"area":"lr"},{"id":"2410.23511","title":"Dynamic Strategy Planning for Efficient Question Answering with Large Language Models","created":"2024-10-30","cited_by_count":3,"area":"lr"},{"id":"2608.15191","title":"When Deep Research Agents Stagnate: Enhancing Reasoning with Retrieval-Aware Agent Control","created":"2026-08-15","cited_by_count":3,"area":"lr"},{"id":"2506.17728","title":"KAG-Thinker: Interactive Thinking and Deep Reasoning in LLMs via Knowledge-Augmented Generation","created":"2025-06-21","cited_by_count":2,"area":"lr"},{"id":"2509.22101","title":"Think Right, Not More: Test-Time Scaling for Numerical Claim Verification","created":"2025-09-26","cited_by_count":2,"area":"lr"},{"id":"2512.15940","title":"R4: Retrieval-Augmented Reasoning for Vision-Language Models in 4D Spatio-Temporal Space","created":"2025-12-17","cited_by_count":2,"area":"lr"},{"id":"2601.08747","title":"To Retrieve or To Think? Cross-Boundary Context Evolution for Multi-hop Complex Reasoning","created":"2026-01-13","cited_by_count":2,"area":"lr"},{"id":"2608.29622","title":"AgenticRag-R1: Agentic Reinforcement Learning with Stack Memory for Multi-Step Reasoning, Retrieval and Memorizing","created":"2026-08-30","cited_by_count":2,"area":"lr"},{"id":"2609.00813","title":"One Policy, Any Budget: Internalizing Budget-Aware Search via Reinforcement Learning","created":"2026-09-01","cited_by_count":2,"area":"lr"},{"id":"2506.08625","title":"RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step Retrieval","created":"2025-06-10","cited_by_count":1,"area":"lr"},{"id":"2507.15586","title":"Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation","created":"2025-07-21","cited_by_count":1,"area":"lr"},{"id":"2508.16697","title":"QueryBandits for Hallucination Mitigation: Exploiting Semantic Features for No-Regret Rewriting","created":"2025-08-22","cited_by_count":1,"area":"lr"},{"id":"2510.07923","title":"STEPER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models","created":"2025-10-09","cited_by_count":1,"area":"lr"},{"id":"2510.09106","title":"When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs","created":"2025-10-10","cited_by_count":1,"area":"lr"},{"id":"2510.24652","title":"Optimizing Retrieval for RAG via Reinforcement Learning","created":"2025-10-28","cited_by_count":1,"area":"lr"},{"id":"2604.09666","title":"Do We Still Need GraphRAG? Benchmarking RAG and GraphRAG for Agentic Search Systems","created":"2026-04-01","cited_by_count":1,"area":"lr"},{"id":"2605.31176","title":"Retriever Portfolios: A Principled Approach to Adaptive RAG","created":"2026-05-29","cited_by_count":1,"area":"lr"},{"id":"2606.15971","title":"SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges","created":"2026-06-14","cited_by_count":1,"area":"lr"},{"id":"2512.14465","title":"Context-Picker: Dynamic context selection using multi-stage reinforcement learning","created":"2025-12-16","cited_by_count":0,"area":"lr"},{"id":"2602.20332","title":"No One Size Fits All: QueryBandits for Hallucination Mitigation","created":"2026-02-23","cited_by_count":0,"area":"lr"},{"id":"2604.15621","title":"Rethinking the Necessity of Adaptive Retrieval-Augmented Generation through the Lens of Adaptive Listwise Ranking","created":"2026-04-17","cited_by_count":0,"area":"lr"},{"id":"2604.22282","title":"STEM: Structure-Tracing Evidence Mining for Knowledge Graphs-Driven Retrieval-Augmented Generation","created":"2026-04-24","cited_by_count":0,"area":"lr"},{"id":"2604.24515","title":"SEARCH-R: Structured Entity-Aware Retrieval with Chain-of-Reasoning Navigator for Multi-hop Question Answering","created":"2026-04-27","cited_by_count":0,"area":"lr"},{"id":"2604.25928","title":"CogRAG: Tackling Heterogeneous Cognitive Demands in RAG via Stratified Retrieval and Reasoning","created":"2026-04-01","cited_by_count":0,"area":"lr"},{"id":"2605.03989","title":"An Agent-Oriented Pluggable Experience-RAG Skill for Experience-Driven Retrieval Strategy Orchestration","created":"2026-05-05","cited_by_count":0,"area":"lr"},{"id":"2605.07129","title":"RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation","created":"2026-05-08","cited_by_count":0,"area":"lr"},{"id":"2606.00532","title":"KACE: Knowledge-Adaptive Context Engineering for Mathematical Reasoning","created":"2026-05-30","cited_by_count":0,"area":"lr"},{"id":"2606.24937","title":"The Hitchhiker's Guide to Agentic AI: From Foundations to Systems","created":"2026-06-22","cited_by_count":0,"area":"lr"},{"id":"2606.28566","title":"R$^2$-Searcher: Calibrating Retrieval and Reasoning Boundaries for Agentic Search","created":"2026-06-26","cited_by_count":0,"area":"lr"},{"id":"2607.26470","title":"CMT-RAG: Complementary Memory Traces for Multi-turn Multi-hop RAG","created":"2026-07-29","cited_by_count":0,"area":"lr"},{"id":"2608.12129","title":"SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges","created":"2026-08-12","cited_by_count":0,"area":"lr"},{"id":"2609.33778","title":"Evidence-Inference Reconstruction: When The Evidence Is Recalled But The Reasoning Goes Wrong","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2610.01936","title":"Mapping the RAG Landscape: A Four Axis Taxonomy of Efficiency, Defense, Interactivity, and Reasoning","created":"2026-10-01","cited_by_count":0,"area":"lr"},{"id":"2610.19663","title":"Learning When to Trust Medical Knowledge: Regression-Safe Routing for Clinical Reasoning","created":"2026-10-14","cited_by_count":0,"area":"lr"}],"next_cursor":null}