"recommender systems" Papers

13 papers found

Can LLMs Outshine Conventional Recommenders? A Comparative Evaluation

Qijiong Liu, Jieming Zhu, Lu Fan et al.

NeurIPS 2025posterarXiv:2503.05493
4
citations

Negative Feedback Really Matters: Signed Dual-Channel Graph Contrastive Learning Framework for Recommendation

Leqi Zheng, Chaokun Wang, Zixin Song et al.

NeurIPS 2025poster

True Impact of Cascade Length in Contextual Cascading Bandits

Hyun-jun Choi, Joongkyu Lee, Min-hwan Oh

NeurIPS 2025poster

Who You Are Matters: Bridging Interests and Social Roles via LLM-Enhanced Logic Recommendation

Qing Yu, Xiaobei Wang, Shuchang Liu et al.

NeurIPS 2025oral
3
citations

Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential Recommendations

Lei Li, Jianxun Lian, Xiao Zhou et al.

AAAI 2024paperarXiv:2401.06633

Decoupled Training: Return of Frustratingly Easy Multi-Domain Learning

Ximei Wang, Junwei Pan, Xingzhuo Guo et al.

AAAI 2024paperarXiv:2309.10302
4
citations

DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization

Aritra Bhowmick, Mert Kosan, Zexi Huang et al.

AAAI 2024paperarXiv:2312.12697

High-Order Contrastive Learning with Fine-grained Comparative Levels for Sparse Ordinal Tensor Completion

Yu Dai, Junchen Shen, Zijie Zhai et al.

ICML 2024poster

MoMo: Momentum Models for Adaptive Learning Rates

Fabian Schaipp, Ruben Ohana, Michael Eickenberg et al.

ICML 2024poster

On the Unexpected Effectiveness of Reinforcement Learning for Sequential Recommendation

Álvaro Labarca Silva, Denis Parra, Rodrigo A Toro Icarte

ICML 2024poster

Relaxing the Accurate Imputation Assumption in Doubly Robust Learning for Debiased Collaborative Filtering

Haoxuan Li, Chunyuan Zheng, Shuyi Wang et al.

ICML 2024spotlight

STEM: Unleashing the Power of Embeddings for Multi-Task Recommendation

Liangcai Su, Junwei Pan, Ximei Wang et al.

AAAI 2024paperarXiv:2308.13537
37
citations

Temporally and Distributionally Robust Optimization for Cold-Start Recommendation

Xinyu Lin, Wenjie Wang, Jujia Zhao et al.

AAAI 2024paperarXiv:2312.09901
18
citations