NeurIPS 2024 Workshop AFM Submissions

Improving In-Context Learning with Small Language Model Ensembles
M. Mehdi Mojarradi, Lingyi Yang, Robert McCraith, Adam Mahdi
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Generating Diverse Negations from Affirmative Sentences
Darian Marlis Rodriguez Vasquez, Afroditi Papadaki
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Uniform Text-Motion Generation and Editing via Diffusion Model
Ruoyu Wang, Xiang Li, Tengjiao Sun, Yangfan He, TIANYU SHI, yitingxie
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Transfer Learning for Finetuning Large Language Models
Tobias Strangmann, Lennart Purucker, Jörg K.H. Franke, Ivo Rapant, Fabio Ferreira, Frank Hutter
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot Captioning
Soeun Lee, Si-Woo Kim, Taewhan Kim, Dong-Jin Kim
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Can Vision Language Models Learn from Visual Demonstrations of Ambiguous Spatial Reasoning?
Bowen Zhao, Leo Parker Dirac, Paulina Varshavskaya
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Ensemble-based Offline Reinforcement Learning with Adaptive Behavior Cloning
Danyang Wang, Lingsong Zhang
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
OmniPredict: GPT-4o Enhanced Multi-modal Pedestrian Crossing Intention Prediction
Je-Seok Ham, Jia Huang, Peng Jiang, Jinyoung Moon, Yongjin Kwon, Srikanth Saripalli, Changick Kim
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Dynamically Managing a Prompt Pool via Self-Enhancement in Continual Learning
Hayun Lee, Kiseong Hong, Hwanhee Lee, Sungho Suh, Eunwoo Kim
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Empowering LLM Agents with Zero-Shot Optimal Decision-Making through Q-learning
Jiajun Chai, Sicheng Li, Yuqian Fu, Dongbin Zhao, Yuanheng Zhu
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Adapting Foundation Models via Training-free Dynamic Weight Interpolation
Changdae Oh, Yixuan Li, Kyungwoo Song, Sangdoo Yun, Dongyoon Han
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Towards Conversational AI for Spina Bifida Care
Asfandyar Azhar, Shaurjya Mandal, Nidhish Shah
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Agent Skill Acquisition for LLMs via CycleQD
So Kuroki, Taishi Nakamura, Takuya Akiba, Yujin Tang
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
RAGGED: Towards Informed Design of Retrieval Augmented Generation Systems
Jennifer Hsia, Afreen Shaikh, Zhiruo Wang, Graham Neubig
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Oral
- Readers: Everyone
Improving Model Merging with Natural Niches
João Abrantes, Robert Tjarko Lange, Yujin Tang
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Enhancing Long Context Performance in LLMs Through Inner Loop Query Mechanism
Yimin Tang, Yurong Xu, Ning Yan, Masood S. Mortazavi
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Towards Robust and Cost-Efficient Knowledge Unlearning for Large Language Models
Sungmin Cha, Sungjun Cho, Dasol Hwang, Moontae Lee
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Leveraging Self Weak-supervision for Improved VLM Performance
Shuvendu Roy, Ali Etemad
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
PM-Jewelry: Personalized Multimodal Adaptation for Virtual Jewelry Try-On with Latent Diffusion
Yangfan He, Yinghui Xia, Jinfeng Wei, TIANYU SHI, Yang Jingsong
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
From One to Zero: RAG-IM Adapts Language Models for Interpretable Zero-Shot Clinical Predictions
Sazan Mahbub, Caleb Ellington, Sina Alinejad, Kevin Wen, Yingtao Luo, Ben Lengerich, Eric P. Xing
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations
Gaurav Verma, Rachneet Kaur, Nishan Srishankar, Zhen Zeng, Tucker Balch, Manuela Veloso
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Informed Tree of Thought: Cost-efficient Problem Solving with Large Language Models
Sajad Mousavi, Desik Rengarajan, Ashwin Ramesh Babu, Sahand Ghorbanpour, Vineet Gundecha, Avisek Naug, Soumyendu Sarkar
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging
Joel Jang, Seungone Kim, Bill Yuchen Lin, Yizhong Wang, Jack Hessel, Luke Zettlemoyer, Hannaneh Hajishirzi, Yejin Choi, Prithviraj Ammanabrolu
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Oral
- Readers: Everyone
Automatically Generating Custom Context-Driven SFT Data for LLMs with Multi-Granularity
Shanghaoran Quan
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone
Understanding Visual Concepts Across Models
Brandon Trabucco, Max A Gurinas, Kyle Doherty, Russ Salakhutdinov
- Published: 10 Oct 2024, Last Modified: 19 Nov 2024
- AFM 2024 Poster
- Readers: Everyone