Latest Research in Information Retrieval

Top Research Topics in Information Retrieval

• Information Retrieval — 133 papers
• Recommender Systems and Techniques — 34 papers
• Machine Learning — 12 papers
• Artificial Intelligence — 10 papers
• Computation and Language — 5 papers
• Advanced Graph Neural Networks — 3 papers
• Multimodal Machine Learning Applications — 2 papers
• Domain Adaptation and Few-Shot Learning — 1 papers
• Cryptography and Security — 1 papers
• Multimedia — 1 papers

Highest-Cited Papers

1. UniVA: Unified Value Alignment for Generative Recommendation in Online Advertising at Tencent
2. CaIRec: Calibrated Modality Imputation for Incomplete Multimodal Recommendation
3. Learning from the Future: Privileged Self-Distillation for Sequential Recommendation
4. LLMAR: A Tuning-Free Recommendation Framework for Sparse and Text-Rich Industrial Domains
5. PSG: Pair-Space Generation for Efficient Generative Reranking
6. Improving Item Discoverability in e-Commerce Search via Related Intent Generation
7. DIRECTOR: Dynamic Index-based Recommendation with Transport-Optimized Retrieval
8. Multi-Decoder OneRec: Controllable Generative Retrieval for Multi-Objective Industrial Recommendation
9. Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising
10. Embedding Items at Scale: Comparing GNN-Based and ID-Based Item Embeddings in the Yandex Ecosystem
11. ClockRoPE: Random Fourier Rotations for Temporal Routine Modeling
12. NMKFR: A Robust Framework for Time-Aware Cold-Start Recommendation
13. WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models
14. Kairos: Numerically Robust News Recommendation under Item Cold-Start via Cholesky-based LinUCB
15. IMFuse: Instance-Aware Multi-Layer Fusion for LLM-Enhanced Sequential Recommendation
16. FlashEvaluator: Expanding Search Space with Parallel Sequence-Level Evaluation
17. Grevo: A Unified Generative Recommendation Framework with Evolutionary Item Indexing
18. Sharpness-aware Model Merging with Salience Recovery for LLM-based Cross-Domain Sequential Recommendation
19. MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation
20. TRWH: A Text-Driven Random Walk Heterogeneous GNN for Semantic-Aware Sparse Recommendation