PPaperPicks

Scott Sanner

University of Toronto, Department of Mechanical and Industrial Engineering, Canada

28 papers at tracked venues · 20 at CORE A* · active 2024–2026

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Venues

ACL ×6AAAI ×5EMNLP ×4SIGIR ×4ICML ×2RecSys ×2ICLR ×1NAACL ×1NeurIPS ×1SIGKDD ×1WSDM ×1

Frequent coauthors

Armin Toroghi
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Yashar Deldjoo
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Xiaotian Liu
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Tomás Tokár
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Jiazhou Liang
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Yifan Simon Liu
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Junyoung Kim
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Anton Korikov
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Yifan Liu
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George-Kirollos Saad
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Jihwan Jeong
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Yudong Xu
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Papers

  1. Bayesian Active Learning with Gaussian Processes Guided by LLM Relevance Scoring for Dense Passage Retrieval
    ACL 2026 ·
    Junyoung Kim
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  2. CommonWhy: A Dataset for Evaluating Entity-Based Causal Commonsense Reasoning in Large Language Models
    SIGIR 2026 ·
    Armin Toroghi
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  3. Efficient Modality Translation via Arbitrary Conditioning and Wasserstein Regularization
    AAAI 2026 ·
    Tomás Tokár
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  4. Evaluating Scene-based In-Situ Item Labeling for Immersive Conversational Recommendation
    ACL 2026 ·
    Jiazhou Liang
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  5. Multimodal Item Scoring for Natural Language Recommendation via Gaussian Process Regression with LLM Relevance Judgments
    ACL 2026 ·
    Yifan Simon Liu
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  6. Near-optimal Linear Predictive Clustering in Non-separable Spaces via MIP and QPBO Reductions
    AAAI 2026 ·
    Jiazhou Liang
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  7. Semantic XPath: Structured Agentic Memory Access for Conversational AI
    ACL 2026 ·
    Yifan Simon Liu
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  8. ActiveVOO: Value of Observation Guided Active Knowledge Acquisition for Open-World Embodied Lifted Regression Planning
    NeurIPS 2025 ·
    Xiaotian Liu
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  9. Batched Self-Consistency Improves LLM Relevance Assessment and Ranking
    EMNLP 2025 ·
    Anton Korikov
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  10. CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge
    SIGIR 2025 ·
    Armin Toroghi
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  11. GENNEXT: The Next Generation of IR and Recommender Systems with Language Agents, Generative Models, and Conversational AI
    SIGIR 2025 ·
    Yashar Deldjoo
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  12. ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets
    AAAI 2025 ·
    Tomás Tokár
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  13. LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases
    ICLR 2025 ·
    Armin Toroghi
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  14. MA-DPR: Manifold-aware Distance Metrics for Dense Passage Retrieval
    EMNLP 2025 ·
    Yifan Liu
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  15. ModelDiff: Symbolic Dynamic Programming for Model-Aware Policy Transfer in Deep Q-Learning
    AAAI 2025 ·
    Xiaotian Liu
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  16. Open-World Planning via Lifted Regression with LLM-Inferred Affordances for Embodied Agents
    ACL 2025 ·
    Xiaotian Liu
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  17. Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison
    ACL 2025 ·
    George-Kirollos Saad
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  18. Reflect-then-Plan: Offline Model-Based Planning through a Doubly Bayesian Lens
    ICML 2025 ·
    Jihwan Jeong
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  19. Self-Supervised Transformers as Iterative Solution Improvers for Constraint Satisfaction
    ICML 2025 ·
    Yudong Xu
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  20. Tutorial on Recommendation with Generative Models (Gen-RecSys)
    WSDM 2025 ·
    Yashar Deldjoo
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  21. A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)
    SIGKDD 2024 ·
    Yashar Deldjoo
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  22. Bayesian Inference with Complex Knowledge Graph Evidence
    AAAI 2024 ·
    Armin Toroghi
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  23. Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation
    RecSys 2024 ·
    David Eric Austin
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  24. Gaussian Process Optimization for Adaptable Multi-Objective Text Generation using Linearly-Weighted Language Models
    NAACL 2024 ·
    Mohammad Mahdi Abdollah Pour
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  25. Retrieval-Augmented Conversational Recommendation with Prompt-based Semi-Structured Natural Language State Tracking
    SIGIR 2024 ·
    Sara Kemper
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  26. Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering
    EMNLP 2024 ·
    Armin Toroghi
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  27. The 1st International Workshop on Risks, Opportunities, and Evaluation of Generative Models in Recommendation (ROEGEN)
    RecSys 2024 ·
    Yashar Deldjoo
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  28. Verifiable, Debuggable, and Repairable Commonsense Logical Reasoning via LLM-based Theory Resolution
    EMNLP 2024 ·
    Armin Toroghi
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