Neural Module Networks

9 November 2015

Papers citing "Neural Module Networks"

50 / 202 papers shown

Title
A Theoretical Analysis of Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition Yuanpeng Li CoGe 138 0 0 05 May 2025
Deep Learning with Pretrained Ínternal World' Layers: A Gemma 3-Based Modular Architecture for Wildfire Prediction Ayoub Jadouli Chaker El Amrani KELM AI4TS 81 0 0 20 Apr 2025
Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks Devon Jarvis Richard Klein Benjamin Rosman Andrew M. Saxe MLT 64 1 0 08 Mar 2025
Predicate Hierarchies Improve Few-Shot State Classification Emily Jin Joy Hsu Jiajun Wu OffRL 77 0 0 18 Feb 2025
Skill Expansion and Composition in Parameter Space Tenglong Liu J. Li Yinan Zheng Haoyi Niu Yixing Lan Xin Xu Xianyuan Zhan 58 4 0 09 Feb 2025
PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures S. Kamath S Nakul Sharma Manish Gupta Anand Mishra 48 1 0 28 Jan 2025
PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction Hammad A. Ayyubi Xuande Feng Junzhang Liu Xudong Lin Zhecan Wang Shih-Fu Chang 45 0 0 24 Jan 2025
Compositional Instruction Following with Language Models and Reinforcement Learning Vanya Cohen Geraud Nangue Tasse N. Gopalan Steven D. James Matthew C. Gombolay Ray Mooney Benjamin Rosman 71 0 0 21 Jan 2025
Physics of Skill Learning Ziming Liu Yizhou Liu Eric J. Michaud Jeff Gore Max Tegmark 46 1 0 21 Jan 2025
Flexible task abstractions emerge in linear networks with fast and bounded units Kai Sandbrink Jan P. Bauer A. Proca Andrew M. Saxe Christopher Summerfield Ali Hummos 63 2 0 17 Jan 2025
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention Zhenyu Guo Wenguang Chen 44 0 0 01 Jan 2025
Improving DNN Modularization via Activation-Driven Training Tuan Ngo Abid Hassan Saad Shafiq Nenad Medvidovic MoMe 27 0 0 01 Nov 2024
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 61 4 0 18 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 82 25 0 04 Oct 2024
Discovering Object Attributes by Prompting Large Language Models with Perception-Action APIs A. Mavrogiannis Dehao Yuan Yiannis Aloimonos LM&Ro 43 0 0 23 Sep 2024
Breaking Neural Network Scaling Laws with Modularity Akhilan Boopathy Sunshine Jiang William Yue Jaedong Hwang Abhiram Iyer Ila Fiete OOD 39 2 0 09 Sep 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 38 10 0 27 Jul 2024
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 65 0 0 25 Jun 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 29 10 0 28 May 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 73 5 0 26 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 73 3 0 24 May 2024
ViTextVQA: A Large-Scale Visual Question Answering Dataset for Evaluating Vietnamese Text Comprehension in Images Quan Van Nguyen Dan Quang Tran Huy Quang Pham Thang Kien-Bao Nguyen Nghia Hieu Nguyen Kiet Van Nguyen N. Nguyen CoGe 39 3 0 16 Apr 2024
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering Juhong Min Shyamal Buch Arsha Nagrani Minsu Cho Cordelia Schmid LRM 41 20 0 09 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 42 8 0 27 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 53 3 0 07 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
ContPhy: Continuum Physical Concept Learning and Reasoning from Videos Zhicheng Zheng Xin Yan Zhenfang Chen Jingzhou Wang Qin Zhi Eddie Lim Joshua B. Tenenbaum Chuang Gan LRM 34 6 0 09 Feb 2024
Neural Language of Thought Models Yi-Fu Wu Minseung Lee Sungjin Ahn MLLM VLM 61 6 0 02 Feb 2024
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 25 13 0 29 Jan 2024
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation Christel Chappuis Eliot Walt Vincent Mendez Sylvain Lobry B. L. Saux D. Tuia 23 3 0 28 Nov 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 31 15 0 16 Nov 2023
ADaPT: As-Needed Decomposition and Planning with Language Models Archiki Prasad Alexander Koller Mareike Hartmann Peter Clark Ashish Sabharwal Mohit Bansal Tushar Khot LM&Ro 29 76 0 08 Nov 2023
3D-Aware Visual Question Answering about Parts, Poses and Occlusions Xingrui Wang Wufei Ma Zhuowan Li Adam Kortylewski Alan L. Yuille CoGe 19 12 0 27 Oct 2023
Codebook Features: Sparse and Discrete Interpretability for Neural Networks Alex Tamkin Mohammad Taufeeque Noah D. Goodman 30 27 0 26 Oct 2023
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language Model Le Zhang Yihong Wu Fengran Mo Jian-Yun Nie Aishwarya Agrawal MLLM RALM 32 6 0 20 Oct 2023
Neural Relational Inference with Fast Modular Meta-learning Ferran Alet Erica Weng Tomás Lozano Pérez L. Kaelbling 55 55 0 10 Oct 2023
D3: Data Diversity Design for Systematic Generalization in Visual Question Answering Amir Rahimi Vanessa D’Amario Moyuru Yamada Kentaro Takemoto Tomotake Sasaki Xavier Boix 30 1 0 15 Sep 2023
Efficient Learning of Discrete-Continuous Computation Graphs David Friede Mathias Niepert 13 3 0 26 Jul 2023
Towards AGI in Computer Vision: Lessons Learned from GPT and Large Language Models Lingxi Xie Longhui Wei Xiaopeng Zhang Kaifeng Bi Xiaotao Gu Jianlong Chang Qi Tian 33 7 0 14 Jun 2023
Modularized Zero-shot VQA with Pre-trained Models Rui Cao Jing Jiang LRM 27 2 0 27 May 2023
Learning to Extrapolate: A Transductive Approach Aviv Netanyahu Abhishek Gupta Max Simchowitz K. Zhang Pulkit Agrawal 46 15 0 27 Apr 2023
Scallop: A Language for Neurosymbolic Programming Ziyang Li Jiani Huang Mayur Naik ReLM LRM NAI 21 30 0 10 Apr 2023
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules Zhi-Qi Cheng Qianwen Dai Siyao Li Jingdong Sun Teruko Mitamura Alexander G. Hauptmann 29 21 0 05 Apr 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 45 431 0 14 Mar 2023
BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models Ali Borji CoGe 10 1 0 28 Jan 2023
Projected Subnetworks Scale Adaptation Siddhartha Datta N. Shadbolt VLM CLL 28 0 0 27 Jan 2023
See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Zhenfang Chen Qinhong Zhou Yikang Shen Yining Hong Hao Zhang Chuang Gan LRM VLM 31 35 0 12 Jan 2023
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Mohit Bansal Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 22 10 0 16 Dec 2022
Decomposing a Recurrent Neural Network into Modules for Enabling Reusability and Replacement S. Imtiaz Fraol Batole Astha Singh Rangeet Pan Breno Dantas Cruz Hridesh Rajan 18 7 0 09 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Shafiq R. Joty Steven C. H. Hoi OOD VLM 18 5 0 30 Nov 2022