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NeurIPS 2024 Workshop Compositional Learning Submissions

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ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty
Xindi Wu, Dingli Yu, Yangsibo Huang, Olga Russakovsky, Sanjeev Arora
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
OC-CLIP : Object-centric Binding in Contrastive Language-Image Pretraining
Rim Assouel, Pietro Astolfi, Florian Bordes, Michal Drozdzal, Adriana Romero-Soriano
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning
Simran Kaur, Simon Park, Anirudh Goyal, Sanjeev Arora
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Oral
- Readers: Everyone
Can Models Learn Skill Composition from Examples?
Haoyu Zhao, Simran Kaur, Dingli Yu, Anirudh Goyal, Sanjeev Arora
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Compositional Few-shot Learning of Motions
Omkar Patil, Anant Sah, Nakul Gopalan
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Dynamic Symbolic Representation and LLM to Enhance Task Abstraction in Hierarchical Reinforcement Learning
Sao Mai Nguyen, Zihe Ji, Mehdi Zadem
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
A Multimodal Chain of Tools for Described Object Detection
Kwanyong Park, Youngwan Lee, Yong-Ju Lee
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models
Arash Mari Oriyad, Parham Rezaei, Mahdieh Soleymani Baghshah, Mohammad Hossein Rohban
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Rule Extrapolation in Language Models: A Study of Compositional Generalization on OOD Prompts
Anna Mészáros, Szilvia Ujváry, Wieland Brendel, Patrik Reizinger, Ferenc Huszár
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Enhancing Generalization in Sparse Mixture of Experts Models: The Case for Increased Expert Activation in Compositional Tasks
Jinze Zhao, Junjie Yang, Peihao Wang, Yingbin Liang, Zhangyang Wang
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Pretraining Frequency Predicts Compositional Generalization of CLIP on Real-World Tasks
Thaddäus Wiedemer, Yash Sharma, Ameya Prabhu, Matthias Bethge, Wieland Brendel
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Learning Via Imagination: Controlled Diffusion Image Augmentation
Judah A Goldfeder, Patrick Minwan Puma, Gabriel Guo, Gabriel Guerra Trigo, Hod Lipson
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Transformer-based Imagination with Slot Attention
Yosuke Nishimoto, Takashi Matsubara
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
From Text to Pose to Image: Improving Diffusion Model Control and Quality
Clément Bonnet, Ariel N. Lee, Franck Wertel, Antoine Tamano, Tanguy Cizain, Pablo Ducru
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Crafting Global Optimizers to Reasoning Tasks via Algebraic Objects in Neural Nets
Yuandong Tian
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Unraveling the Latent Hierarchical Structure of Language and Images via Diffusion Models
Antonio Sclocchi, Noam Itzhak Levi, Alessandro Favero, Matthieu Wyart
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases
Cristian Meo, Akihiro Nakano, Mircea Tudor Lică, Aniket Rajiv Didolkar, Masahiro Suzuki, Anirudh Goyal, Mengmi Zhang, Justin Dauwels, Yutaka Matsuo, Yoshua Bengio
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Relational composition during attribute retrieval in GPT is not purely linear
Michael B. McCoy, Anna Leshinskaya
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Faster Slot Decoding using Masked Transformer
Akihiro Nakano, Masahiro Suzuki, Yutaka Matsuo
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Latent Concept-based Explanation of NLP Models
Xuemin Yu, Fahim Dalvi, Nadir Durrani, Marzia Nouri, Hassan Sajjad
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Compositional Risk Minimization
Divyat Mahajan, Mohammad Pezeshki, Ioannis Mitliagkas, Kartik Ahuja, Pascal Vincent
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Generating Intermediate Representations for Compositional Text-To-Image Generation
Ran Galun, Sagie Benaim
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone
Successes and Limitations of Object-centric Models at Compositional Generalisation
Milton L. Montero, Jeffrey Bowers, Gaurav Malhotra
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Oral
- Readers: Everyone
Scalable and interpretable quantum natural language processing: an implementation on trapped ions
Tiffany Duneau, Saskia Bruhn, Gabriel Matos, Tuomas Laakkonen, Katerina Saiti, Anna Pearson, Konstantinos Meichanetzidis, Bob Coecke
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Oral
- Readers: Everyone
Transformers Can Learn Meta-skills for Task Generalization in In-Context Learning
Ying Fan, Steve Yadlowsky, Dimitris Papailiopoulos, Kangwook Lee
- Published: 10 Oct 2024, Last Modified: 25 Dec 2024
- NeurIPS'24 Compositional Learning Workshop Poster
- Readers: Everyone

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