itayle/ML-Talks

A collection of talks I gave on great ML & NLP papers

My collection of talks on ML & NLP papers

There are only slides available here. I hope to add videos in the future.

Using Token-Level Representations for Retrieval

Subjects:

• Lexical vs Semantic Text Retrieval
• Information Retrieval Evaluation

Papers:

• ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT
• ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction
• A White Box Analysis of ColBERT

Meta-ICL

Subjects:

• Meta-Learning
• In-context Learning
• Multi-Task learning

Papers:

• MetaICL: Learning to Learn In Context

kNN-KM

Subjects:

• Language Modeling
• Retrieval-augmented Text Generation

Papers:

• Generalization through Memorization: Nearest Neighbor Language Models

MeshWalker

Subjects:

• 3D Mesh Classification / Segmentation
• Random Walks

Papers:

• MeshWalker: Deep Mesh Understanding by Random Walks