Title
Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters Yawen Cui Zitong Yu Rizhao Cai Xuna Wang Alex C. Kot Li Liu CLL 99 8 0 12 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 202 4,192 1 10 Feb 2023
Is This Loss Informative? Faster Text-to-Image Customization by Tracking Objective Dynamics Anton Voronov Mikhail Khoroshikh Artem Babenko Max Ryabinin 71 6 0 09 Feb 2023
UDApter -- Efficient Domain Adaptation Using Adapters Bhavitvya Malik Abhinav Ramesh Kashyap MingSung Kan Soujanya Poria 88 16 0 07 Feb 2023
AIM: Adapting Image Models for Efficient Video Action Recognition Taojiannan Yang Yi Zhu Yusheng Xie Aston Zhang Chong Chen Mu Li ViT 146 157 0 06 Feb 2023
On the Efficacy of Differentially Private Few-shot Image Classification Marlon Tobaben Aliaksandra Shysheya J. Bronskill Andrew Paverd Shruti Tople Santiago Zanella Béguelin Richard Turner Antti Honkela 96 12 0 02 Feb 2023
A Survey on Efficient Training of Transformers Bohan Zhuang Jing Liu Zizheng Pan Haoyu He Yuetian Weng Chunhua Shen 128 49 0 02 Feb 2023
An Empirical Study on the Transferability of Transformer Modules in Parameter-Efficient Fine-Tuning Mohammad AkbarTajari S. Rajaee Mohammad Taher Pilehvar 50 2 0 01 Feb 2023
FLAME: A small language model for spreadsheet formulas Harshit Joshi Abishai Ebenezer J. Cambronero Sumit Gulwani Aditya Kanade Vu Le Ivan Radivcek Gust Verbruggen LMTD 90 13 0 31 Jan 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 122 678 0 31 Jan 2023
Differentiable Entailment for Parameter Efficient Few Shot Learning Ethan Kim Jerry Yang 43 0 0 31 Jan 2023
Composer's Assistant: An Interactive Transformer for Multi-Track MIDI Infilling Martin E. Malandro 63 7 0 29 Jan 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 81 48 0 28 Jan 2023
Understanding INT4 Quantization for Transformer Models: Latency Speedup, Composability, and Failure Cases Xiaoxia Wu Cheng-rong Li Reza Yazdani Aminabadi Z. Yao Yuxiong He MQ 69 25 0 27 Jan 2023
Minimax Optimal Rate for Parameter Estimation in Multivariate Deviated Models Dat Do Huy Nguyen Khai Nguyen Nhat Ho 53 4 0 27 Jan 2023
Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning Hyunsoo Cho Choonghyun Park Junyeop Kim Sungmin Cho Kang Min Yoo Sang-goo Lee OODD 87 3 0 27 Jan 2023
Low-Rank Winograd Transformation for 3D Convolutional Neural Networks Ziran Qin Mingbao Lin Weiyao Lin 3DPC 77 3 0 26 Jan 2023
BERT-ERC: Fine-tuning BERT is Enough for Emotion Recognition in Conversation Xiangyu Qin Zhiyu Wu J. Cui Ting Zhang Yanran Li Jian Luan Bin Wang L. xilinx Wang 62 26 0 17 Jan 2023
Recommending Root-Cause and Mitigation Steps for Cloud Incidents using Large Language Models Toufique Ahmed Supriyo Ghosh Chetan Bansal Thomas Zimmermann Xuchao Zhang Saravan Rajmohan AI4CE 77 58 0 10 Jan 2023
A Survey on Transformers in Reinforcement Learning Wenzhe Li Hao Luo Zichuan Lin Chongjie Zhang Zongqing Lu Deheng Ye OffRL MU AI4CE 119 58 0 08 Jan 2023
ANNA: Abstractive Text-to-Image Synthesis with Filtered News Captions Aashish Anantha Ramakrishnan Sharon X. Huang Dongwon Lee 108 6 0 05 Jan 2023
Parameter-Efficient Fine-Tuning Design Spaces Jiaao Chen Aston Zhang Xingjian Shi Mu Li Alexander J. Smola Diyi Yang 119 67 0 04 Jan 2023
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse Xiao Li Sheng Liu Jin-li Zhou Xin Lu C. Fernandez‐Granda Zhihui Zhu Q. Qu AAML 97 20 0 23 Dec 2022
SPT: Semi-Parametric Prompt Tuning for Multitask Prompted Learning M Saiful Bari Aston Zhang Shuai Zheng Xingjian Shi Yi Zhu Shafiq Joty Mu Li RALM VLM VPVLM LRM 92 5 0 21 Dec 2022
KronA: Parameter Efficient Tuning with Kronecker Adapter Ali Edalati Marzieh S. Tahaei I. Kobyzev V. Nia J. Clark Mehdi Rezagholizadeh 98 104 0 20 Dec 2022
Evaluating Psychological Safety of Large Language Models Xingxuan Li Yutong Li Linlin Liu Shafiq Joty Lidong Bing LM&MA 93 24 0 20 Dec 2022
Mini-Model Adaptation: Efficiently Extending Pretrained Models to New Languages via Aligned Shallow Training Kelly Marchisio Patrick Lewis Yihong Chen Mikel Artetxe 78 19 0 20 Dec 2022
HINT: Hypernetwork Instruction Tuning for Efficient Zero- & Few-Shot Generalisation Hamish Ivison Akshita Bhagia Yizhong Wang Hannaneh Hajishirzi Matthew E. Peters 141 20 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 128 351 0 20 Dec 2022
When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Zhuo Zhang Yuanhang Yang Yong Dai Zhuang Li Zenglin Xu FedML 124 85 0 20 Dec 2022
BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting Zheng-Xin Yong Hailey Schoelkopf Niklas Muennighoff Alham Fikri Aji David Ifeoluwa Adelani ... Genta Indra Winata Stella Biderman Edward Raff Dragomir R. Radev Vassilina Nikoulina CLL VLM AI4CE LRM 147 89 0 19 Dec 2022
An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text Generation Xuancheng Huang Zijun Liu Peng Li Tao Li Maosong Sun Yang Liu 95 10 0 19 Dec 2022
Decoder Tuning: Efficient Language Understanding as Decoding Ganqu Cui Wentao Li Ning Ding Longtao Huang Zhiyuan Liu Maosong Sun 78 6 0 16 Dec 2022
Vision Transformers are Parameter-Efficient Audio-Visual Learners Yan-Bo Lin Yi-Lin Sung Jie Lei Joey Tianyi Zhou Gedas Bertasius 108 78 0 15 Dec 2022
Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining Florian Tramèr Gautam Kamath Nicholas Carlini SILM 129 72 0 13 Dec 2022
Towards Practical Plug-and-Play Diffusion Models Hyojun Go Yunsung Lee Jin-Young Kim Seunghyun Lee Myeongho Jeong Hyun Seung Lee Seungtaek Choi DiffM 119 17 0 12 Dec 2022
Parameter-Efficient Finetuning of Transformers for Source Code Shamil Ayupov Nadezhda Chirkova 29 18 0 12 Dec 2022
Searching for Effective Multilingual Fine-Tuning Methods: A Case Study in Summarization Yiwei Qin Graham Neubig Pengfei Liu 67 3 0 12 Dec 2022
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 215 877 0 08 Dec 2022
FacT: Factor-Tuning for Lightweight Adaptation on Vision Transformer Shibo Jie Zhi-Hong Deng 80 137 0 06 Dec 2022
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping Jiyan He Xuechen Li Da Yu Huishuai Zhang Janardhan Kulkarni Y. Lee A. Backurs Nenghai Yu Jiang Bian 118 49 0 03 Dec 2022
SumREN: Summarizing Reported Speech about Events in News R. Reddy Heba Elfardy Hou Pong Chan Kevin Small Chenhui Xu 58 5 0 02 Dec 2022
Systematic Analysis for Pretrained Language Model Priming for Parameter-Efficient Fine-tuning Shih-Cheng Huang Shi Wang Min-Han Shih Saurav Sahay Hung-yi Lee 91 0 0 02 Dec 2022
Data-Efficient Finetuning Using Cross-Task Nearest Neighbors Hamish Ivison Noah A. Smith Hannaneh Hajishirzi Pradeep Dasigi 120 22 0 01 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Shafiq Joty Steven C. H. Hoi OOD VLM 69 5 0 30 Nov 2022
Soft Alignment Objectives for Robust Adaptation of Language Generation Michal vStefánik Marek Kadlcík Petr Sojka 77 2 0 29 Nov 2022
On the Effectiveness of Parameter-Efficient Fine-Tuning Z. Fu Haoran Yang Anthony Man-Cho So Wai Lam Lidong Bing Nigel Collier 76 162 0 28 Nov 2022
A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data Perspective Yu Zhao Huaming Du Qing Li Fuzhen Zhuang Ji Liu Gang Kou Gang Kou 155 1 0 28 Nov 2022
Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models Peter Henderson E. Mitchell Christopher D. Manning Dan Jurafsky Chelsea Finn 94 54 0 27 Nov 2022
MAEDAY: MAE for few and zero shot AnomalY-Detection Eli Schwartz Assaf Arbelle Leonid Karlinsky Sivan Harary Florian Scheidegger Sivan Doveh Raja Giryes ViT UQCV 83 36 0 25 Nov 2022