Notes from SIGIR 2022
KeyNotes:
- :movie_camera: From Search Queries to Conversations in the Design of Information Retrieval and Access Systems
- :movie_camera: I3A: An Intelligent Interactive Information Agent Model for Information Retrieva
- :movie_camera: Few-shot Information Extraction is here: Pre-train, Prompt and Entail
- :movie_camera: Intelligent Conversational Agents for Ambient Computing
- :movie_camera: Search at Bloomberg: Challenges, Opportunities and Lessons Learned
- :movie_camera: Amazon: The Role Of GNNs In Improving Search Quality And Trust
- :movie_camera: Panel: Applications and Future of Dense Retrieval in Industry
Notable Papers:
Structure and Semantics Preserving Document Representations
| Paper: :page_facing_up: | Recording: :movie_camera: |
BERT Rankers are Brittle: a Study using Adversarial Document Perturbations
| Paper: :page_facing_up: | Recording: :movie_camera: |
An Industrial Framework for Cold-Start Recommendation in Zero-Shot Scenarios
Note: RecSys at AntGroup scale…
| Paper: :page_facing_up: | Recording: :movie_camera: |
A Non-Factoid Question-Answering Taxonomy
| Paper: :page_facing_up: | Recording: :movie_camera: |
A General Framework for Pairwise Unbiased Learning to Rank
| Paper: :page_facing_up: | Recording: :movie_camera: |
Reduce, Reuse, Recycle: Green Information Retrieval Research
| Paper: :page_facing_up: | Recording: :movie_camera: |
Curriculum Learning for Dense Retrieval Distillation
| Paper: :page_facing_up: | Recording: :movie_camera: |
Towards Validating Long-Term User Feedbacks in Interactive Recommendation Systems
| Paper: :page_facing_up: | Recording: :movie_camera: |
Retrieval-Enhanced Machine Learning
| Paper: :page_facing_up: | Recording: :movie_camera: |
Learning to Rank Instant Search Results with Multiple Indices: A Case Study in Search Aggregation for Entertainment
| Paper: :page_facing_up: | Recording: :movie_camera: |
Deployable and Continuable Meta-learning-Based Recommender System with Fast User-Incremental Updates
Note: academic. not actual deployment.
| Paper: :page_facing_up: | Recording: :movie_camera: |
Tutorials
Sequential/Session-Based Recommendations: Challenges, Approaches, Applications and Opportunities
Recording: :movie_camera:
Self-Supervised Learning for Recommender Systems
Recording: :movie_camera:
Recent Advances in Retrieval-Augmented Text Generation
Recording: :movie_camera:
Beyond Opinion Mining: Summarizing Opinions of Customer Reviews
Recording: :movie_camera:
Deep Knowledge Graph Representation Learning for Completion, Alignment and Question Answering
Recording: :movie_camera:
Improving Efficiency and Robustness of Transformer-based Information Retrieval Systems
Note: Extremely basic info on Neural IR.
Recording: :movie_camera: Session 1, :movie_camera: Session 2
Conversational Information Seeking: Theory and Behaviour
Recording: :movie_camera: Session 1, :movie_camera: Session 2, :movie_camera: Session 3, :movie_camera: Session 4
Towards Reproducible Machine Learning Research in Information Retrieval
Recording: :movie_camera: Session 1, :movie_camera: Session 2
Gender Fairness in Information Retrieval Systems
Recording: :movie_camera: Session 1, :movie_camera: Session 2
Retrieval and Recommendation Systems at the Crossroads of Artificial Intelligence, Ethics, and Regulation
Recording: :movie_camera: Session 1, :movie_camera: Session 2
Workshops
ReNeuIR - Reaching Efficiency in Neural Information Retrieval
Recordings: :movie_camera: Session 1 - Introduction, :movie_camera: Session 2, :movie_camera: Session 3 - Paper Talks, :movie_camera: Session 4 - Round Table
DRL4IR - Reinforcement Learning for Information Retrieval
Recordings: :movie_camera: Session 1, :movie_camera: Session 2
SCAI - Search-Oriented Conversational Artificial Intelligence
Recordings: :movie_camera: Session 1, :movie_camera: Session 2, :movie_camera: Session 3, :movie_camera: Session 4
QUARE - Measuring the Quality of Explanations in Recommender Systems
Recordings: :movie_camera: Session 1
IWILDS - International Workshop on Investigating Learning During Web Search
Recordings: :movie_camera: Session 1, :movie_camera: Session 2
ECOM - eCommerce
Recordings: :movie_camera: Session 1, :movie_camera: Session 2, :movie_camera: Session 3, :movie_camera: Session 4
INRA - News Recommendation and Analytics
Recordings: :movie_camera: Session 1
PatentSemTech
Recordings: :movie_camera: Session 1, :movie_camera: Session 2, :movie_camera: Session 3, :movie_camera: Session 4