Pix2Code: Learning to Compose Neural Visual Concepts as Programs

13 February 2024

Papers citing "Pix2Code: Learning to Compose Neural Visual Concepts as Programs"

24 / 24 papers shown

Title
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 144 5 0 16 Feb 2025
Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad? Antonia Wüst Tim Nelson Tobiasch Lukas Helff Inga Ibs Wolfgang Stammer Devendra Singh Dhami Constantin Rothkopf Kristian Kersting CoGe ReLM VLM LRM 122 2 0 25 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 92 5 0 15 Oct 2024
Synthesizing Programmatic Reinforcement Learning Policies with Large Language Model Guided Search Max Liu Chan-Hung Yu Wei-Hsu Lee Cheng-Wei Hung Yen-Chun Chen Shao-Hua Sun 79 5 0 26 May 2024
LILO: Learning Interpretable Libraries by Compressing and Documenting Code Gabriel Grand L. Wong Matthew Bowers Theo X. Olausson Muxin Liu Joshua B. Tenenbaum Jacob Andreas 46 21 0 30 Oct 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 88 18 0 14 Jun 2023
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Quentin Delfosse Hikaru Shindo Devendra Singh Dhami Kristian Kersting 66 38 0 02 Jun 2023
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 69 20 0 16 Nov 2022
From Perception to Programs: Regularize, Overparameterize, and Amortize Hao Tang Kevin Ellis NAI 43 10 0 13 Jun 2022
Interactive Disentanglement: Learning Concepts by Interacting with their Prototype Representations Wolfgang Stammer Marius Memmel P. Schramowski Kristian Kersting 127 27 0 04 Dec 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 266 347 0 22 Sep 2021
CCVS: Context-aware Controllable Video Synthesis G. L. Moing Jean Ponce Cordelia Schmid 76 79 0 16 Jul 2021
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 201 2,048 0 16 Apr 2020
Learning Compositional Rules via Neural Program Synthesis Maxwell Nye Armando Solar-Lezama J. Tenenbaum Brenden M. Lake NAI LRM 60 118 0 12 Mar 2020
Evaluating the Progress of Deep Learning for Visual Relational Concepts Sebastian Stabinger Peer David J. Piater A. Rodríguez-Sánchez 42 19 0 29 Jan 2020
Making deep neural networks right for the right scientific reasons by interacting with their explanations P. Schramowski Wolfgang Stammer Stefano Teso Anna Brugger Xiaoting Shao Hans-Georg Luigs Anne-Katrin Mahlein Kristian Kersting 91 212 0 15 Jan 2020
Write, Execute, Assess: Program Synthesis with a REPL Kevin Ellis Maxwell Nye Yewen Pu Felix Sosa J. Tenenbaum Armando Solar-Lezama 77 166 0 09 Jun 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 131 697 0 26 Apr 2019
HOUDINI: Lifelong Learning as Program Synthesis Lazar Valkov Dipak Chaudhari Akash Srivastava Charles Sutton Swarat Chaudhuri 61 81 0 31 Mar 2018
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 177 1,614 0 05 Jun 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 295 2,375 0 20 Dec 2016
DeepCoder: Learning to Write Programs Matej Balog Alexander L. Gaunt Marc Brockschmidt Sebastian Nowozin Daniel Tarlow AIMat NAI 83 573 0 07 Nov 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,976 0 16 Feb 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,638 0 01 May 2014