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recent-trend-paper

2024

Title Publication Review Source
Mamba: Linear-Time Sequence Modeling with Selective State Spaces ICLR Blog Paper
Improving fine-grained understanding in image-text pre-training CV Blog Paper

2023

NLP

Title Publication Review Source
Do PLMs Know and Understand Ontological Knowledge? ACL Blog Paper
FRUIT: Faithfully Reflecting Updated Information in Text NAACL Blog Paper
CogAgent: A Visual Language Model for GUI Agents - Blog Paper
Generative Agents: Interactive Simulacra of Human Behavior UIST Blog Paper
UniMath: A Foundational and Multimodal Mathematical Reasoner EMNLP Blog Paper
Active Retrieval Augmented Generation EMNLP Blog Paper
PaperMage: A Unified Toolkit for Processing, Representing, and Manipulating Visually-Rich Scientific Documents EMNLP Blog Paper
Extractive Summarization via ChatGPT for Faithful Summary Generation EMNLP Blog Paper
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment EMNLP Blog Paper
Large language models are human-level prompt engineers ICLR Blog Paper

Computer Vision

Title Publication Review Source
Token Merging: Your ViT But Faster ICLR Blog Paper
Visual Programming: Compositional visual reasoning without training CVPR Blog Paper
AnyText: Multilingual Visual Text Generation And Editing CVPR Blog Paper
What the DAAM: Interpreting Stable Diffusion Using Cross Attention ACL Blog Paper
Erasing Concepts from Diffusion Models ICCV Blog Paper
Zero-shot Referring Image Segmentation with Global-Local Context Features CVPR Blog Paper

Recommender Systems

Title Publication Review Source
Learning Fair Graph Representations via Automated Data Augmentations ICLR Blog Paper
Going Beyond Local; Global-Graph-Enhanced Personalized News Recommendation RecSys Blog Paper
Cracking the Code of Negative Transfer: A Cooperative Game Theoretic Approach for Cross-Domain Sequential Recommendation CIKM Blog Paper
Goal-Oriented Multi-Modal Interactive Recommendation with Verbal and Non-Verbal Relevance Feedback RecSys Blog Paper
Of Spiky SVDs and Music Recommendation RecSys Blog Paper
Denoising Self-Attentive Sequential Recommendation RecSys Blog Paper
Interpretable User Retention Modeling in Recommendation RecSys Blog Paper
Diffusion Recommender Model SIGIR Blog Paper
GPT4Rec: A Generative Framework for Personalized Recommendation and User Interests Interpretation - Blog Paper
Collaborative filtering algorithms are prone to mainstream-taste bias RecSys Blog Paper

Multi-Modal

Title Publication Review Source
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models - Blog Paper
Osprey: Pixel Understanding with Visual Instruction Tuning - Blog Paper
TextManiA: Enriching Visual Feature by Text-driven Manifold Augmentation ICCV - Paper

Speech

Title Publication Review Source
Robust Speech Recognition via Large-Scale Weak Supervision ICML Blog Paper

Others

Title Publication Review Source
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers ICLR Blog Paper
Are Emergent Abilities of Large Language Models a Mirage? NIPS Blog Paper
Two-way Multi-Label Loss CVPR Blog Paper

2022

Title Field Publication Review Source
Modeling Spatio-temporal Neighbourhood for Personalized Point-of-interest Recommendation RecSys IJCAI Blog Paper
Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NLP NAACL Blog Paper
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NLP NIPS Blog Paper
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Multi-Modal CVPR Blog Paper
Rethinking Personalized Ranking at Pinterest: An End-to-End Approach RecSys RecSys Blog Paper

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Contributors

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