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1 | Reference Paper List | https://docs.google.com/spreadsheets/d/1qpPQI9rnHjR-xipPRkojuVgSAnJ1VBcv/edit#gid=1144707069 | |||||||||||||||||||||||||
2 | Date | Presenter(s) | Topic | Paper Title | Conference | Paper URL | Slides | ||||||||||||||||||||
3 | Apr 4 | Jiawei Zhang | Introduction | Course Introduction. | NA | NA | https://drive.google.com/file/d/1lMUJunY_JzFiGXzTFH2TYnlrq39zwR41/view?usp=sharing | ||||||||||||||||||||
4 | Apr 6 | Xiao Liu | NLP | A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity | https://arxiv.org/abs/2302.04023 | https://drive.google.com/file/d/1ZEIyHM_erJ2uXEywmhCV1ZBgwRxMi97U/view?usp=share_link | |||||||||||||||||||||
5 | Apr 11 | Xinhao Xiang | CV | LIFT: Learning 4D LiDAR Image Fusion Transformer for 3D Object Detection | CVPR'22 | https://openaccess.thecvf.com/content/CVPR2022/papers/Zeng_LIFT_Learning_4D_LiDAR_Image_Fusion_Transformer_for_3D_Object_CVPR_2022_paper.pdf | https://drive.google.com/file/d/1dNWIQwW-7ddfYdePyLDr6Hhahn38sNKX/view?usp=sharing | ||||||||||||||||||||
6 | Apr 13 | Zizhong Li | Robotics | ChatGPT for Robotics: Design Principles and Model Abilities | MS'23 | https://www.microsoft.com/en-us/research/uploads/prod/2023/02/ChatGPT___Robotics.pdf | https://drive.google.com/file/d/1t5uZojMQe5GY53rkzeGGSO2sduvc1t-2/view?usp=sharing | ||||||||||||||||||||
7 | Apr 18 | Keer Ni | NLP | Training language models to follow instructions with human feedback | arXiv'22 | https://arxiv.org/pdf/2203.02155.pdf | |||||||||||||||||||||
8 | Apr 20 | Ty Feng | NLP | Progressive Prompts: Continual Learning for Language Models without Forgetting | ICLR'23 | https://openreview.net/pdf?id=UJTgQBc91_ | https://drive.google.com/file/d/1JO6D1OvuxcDZyzAVDganAN0V6-8Gc20M/view?usp=sharing | ||||||||||||||||||||
9 | Apr 25 | Alex Young | NLP | Toolformer: Language Models Can Teach Themselves to Use Tools | arXiv'23 | https://arxiv.org/pdf/2302.04761.pdf | https://docs.google.com/presentation/d/1Fnxvd4zRgYjEkysFQjlcWjJoEviCF3HVsXxYk_LB05o/edit#slide=id.p | ||||||||||||||||||||
10 | Apr 27 | Fatima Kazi | NLP | Robust Speech Recognition via Large-Scale Weak Supervision | arXiv'22 | https://arxiv.org/pdf/2212.04356.pdf | https://docs.google.com/presentation/d/1Tay5cYJhMQUtoZWLSDac7aw0AqaBBnSxLcvm0v3WQCY/edit?usp=sharing | ||||||||||||||||||||
11 | May 2 | Zaoyi Zheng | CV | InstructPix2Pix: Learning to Follow Image Editing Instructions | arXiv'22 | https://arxiv.org/pdf/2211.09800v2.pdf | https://docs.google.com/presentation/d/1DE8Vh9BLRRJR9YkhWz1eHjx8xToAVSUt/edit?usp=sharing&ouid=110076582427117002023&rtpof=true&sd=true | ||||||||||||||||||||
12 | May 4 | Melissa Liu | CV | Scalable Diffusion Models with Transformers | arXiv'22 | https://arxiv.org/pdf/2212.09748.pdf | https://docs.google.com/presentation/d/1Z-s2bz8-IrYuxYDSCCWKq9rTh5ekITw7tCq69BgmKmw/edit?usp=sharing | ||||||||||||||||||||
13 | May 9 | Simon Draeger | CV | A ConvNet for the 2020s | arXiv'22 | https://arxiv.org/pdf/2201.03545.pdf | https://drive.google.com/file/d/1W-5dHyOcsnL0geQT5gT_Bc5klgHWIibG/view?usp=sharing | ||||||||||||||||||||
14 | May 11 | Fan Zhu | CV | MaxViT: Multi-Axis Vision Transformer | arXiv'22 | https://arxiv.org/pdf/2204.01697.pdf | https://docs.google.com/presentation/d/1bkkzIXhvr_5DSOtsrWKJ5IN11GzWGKLD/edit?usp=share_link&ouid=110076582427117002023&rtpof=true&sd=true | ||||||||||||||||||||
15 | May 16 | Logan Peters | DL & Others | The Forward-Forward Algorithm: Some Preliminary Investigations | arXiv'22 | https://arxiv.org/pdf/2212.13345.pdf | https://docs.google.com/presentation/d/1f0KOrx6N6GgKyM1KTSKNQXOHA11Nk9qCZaZ2pX9TgFs/edit?usp=sharing | ||||||||||||||||||||
16 | May 18 | Ziwen Kan | CV | Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation | arXiv'22 | https://arxiv.org/pdf/2210.09549.pdf | https://docs.google.com/presentation/d/1jbk79R0PlpWgLHqdS89kDlYF9627Ja3D/edit?usp=share_link&ouid=112670976940521751792&rtpof=true&sd=true | ||||||||||||||||||||
17 | May 23 | Avery Wood | DL & Others | AlphaFold: Improved protein structure prediction using potentials from deep learning | arXiv'23 | https://discovery.ucl.ac.uk/id/eprint/10089234/1/343019_3_art_0_py4t4l_convrt.pdf | https://docs.google.com/presentation/d/1arUEquayVL7h4gc7fYijGuUUVePhTqNWj9ChZKuarDQ/edit?usp=sharing | ||||||||||||||||||||
18 | May 25 | Justin Dachille | DL & Others | AlphaFold2: Highly accurate protein structure prediction with AlphaFold | Nature'21 | https://www.nature.com/articles/s41586-021-03819-2 | https://docs.google.com/presentation/d/1_635ZU-HN5jatyFEkatCCpSKgi9XuXo8Z3d8Wa7WI-I/edit?usp=sharing | ||||||||||||||||||||
19 | May 30 | Yuyi Li | CV | Segment Anything | Meta'23 | https://arxiv.org/abs/2304.02643 | https://docs.google.com/presentation/d/1afn2O3vl0i1g8maPhWD7EPE8vJ0v_S6Y2RRofGcBDak/edit?usp=sharing | ||||||||||||||||||||
20 | Jun 1 | Sohyun Yoo | CV | What do Vision Transformers Learn? A Visual Exploration | arXiv'22 | https://arxiv.org/pdf/2212.06727.pdf | https://drive.google.com/file/d/1aHEXAlIauN5GDOZxMxgeOr9nnQtMSko7/view?usp=sharing | ||||||||||||||||||||
21 | Jun 6 | Alex Dewey | Robotics | Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning | arXiv'21 | https://arxiv.org/pdf/2109.11978.pdf | https://docs.google.com/presentation/d/e/2PACX-1vQOBx4Ko-CrMap3m8JG6mSW2x6DPv0cPqtQypgTrEeAheRSB0h_yyHNLmXLDxnjqLgAODgxuJBzq6Wb/pub?start=false&loop=false&delayms=3000 | ||||||||||||||||||||
22 | Jun 8 | Matthew Scates | Robotics | Legged Locomotion in Challenging Terrains using Egocentric Vision | CoRL'22 | https://openreview.net/pdf?id=Re3NjSwf0WF | https://docs.google.com/presentation/d/1iUfPgUOFdpYvIgejy6CYdrkCAPadNKrl/edit?usp=sharing&ouid=110076582427117002023&rtpof=true&sd=true | ||||||||||||||||||||
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24 | Extra | NLP | Binding Language Models in Symbolic Languages | arXiv'22 | https://arxiv.org/pdf/2210.02875.pdf | ||||||||||||||||||||||
25 | Extra | Jiaxin Qin | Graph | Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning | ACL'22 | https://aclanthology.org/2022.acl-long.85.pdf | https://docs.google.com/presentation/d/1E6g8HqpdkNzIuo2w5rFnRSjh0K6zzX-EC8UdJ1JeHjA/edit?usp=sharing | https://youtu.be/LstgjLMmWXM | |||||||||||||||||||
26 | Extra | Stan He | Robotics | RT-1: Robotics Transformer for Real-World Control at Scale | Google'22 | https://arxiv.org/pdf/2212.06817.pdf | https://docs.google.com/presentation/d/1Mdp0g2tW5thwAb9cdaiiDqxXFh2yPTgm/edit?usp=sharing&ouid=110076582427117002023&rtpof=true&sd=true | https://www.youtube.com/watch?v=8zH2Prl2cPg | |||||||||||||||||||
27 | Extra | Pu Sun | Robotics | Neural Inverse Kinematics | arXiv'22 | https://arxiv.org/pdf/2205.10837.pdf | https://docs.google.com/presentation/d/1Dt0RLgZopHATu9AUPE6GjlVONSiXRHak/edit?usp=sharing&ouid=112300113196642557018&rtpof=true&sd=true | https://www.youtube.com/watch?v=lXe5jwQVa6Q&ab_channel=PuSun | |||||||||||||||||||
28 | Extra | NLP | Towards Continual Knowledge Learning of Language Models | ICLR'22 | https://arxiv.org/pdf/2110.03215.pdf | ||||||||||||||||||||||
29 | Extra | NLP | LLaMA: Open and Efficient Foundation Language Models | Meta'23 | https://arxiv.org/pdf/2302.13971.pdf | ||||||||||||||||||||||
30 | Extra | NLP | GPT-4 Technical Report | OpenAI'23 | https://cdn.openai.com/papers/gpt-4.pdf | ||||||||||||||||||||||
31 | Extra | Graph | Deep Bidirectional Language-Knowledge Graph Pretraining | NeurIPS'22 | https://openreview.net/pdf?id=4NpoSrT8uU- | ||||||||||||||||||||||
32 | Extra | CV | Consistency Models | OpenAI'23 | https://arxiv.org/pdf/2303.01469.pdf | ||||||||||||||||||||||
33 | Extra | Graph | DiGress: Discrete Denoising diffusion for graph generation | arXiv'22 | https://arxiv.org/pdf/2209.14734.pdf | ||||||||||||||||||||||
34 | Extra | Graph | SGTR: End-to-end Scene Graph Generation with Transformer | CVPR'22 | https://openaccess.thecvf.com/content/CVPR2022/papers/Li_SGTR_End-to-End_Scene_Graph_Generation_With_Transformer_CVPR_2022_paper.pdf | ||||||||||||||||||||||
35 | Extra | DL & Others | Evolutionary-scale prediction of atomic level protein structure with a language model | bioArxiv'22 | https://www.biorxiv.org/content/10.1101/2022.07.20.500902v2.full.pdf | ||||||||||||||||||||||
36 | Extra | Robotics | Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning | DeepMind'23 | https://arxiv.org/pdf/2304.13653.pdf | ||||||||||||||||||||||
37 | Extra | CV/NLP/Robotics | PaLM-E: An embodied multimodal language model | Google'23 | https://palm-e.github.io/assets/palm-e.pdf | https://palm-e.github.io/ | |||||||||||||||||||||
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