The Platonic Representation Hypothesis

13 May 2024

Papers citing "The Platonic Representation Hypothesis"

42 / 42 papers shown

Title
Towards a Unified Representation Evaluation Framework Beyond Downstream Tasks Christos Plachouras Julien Guinot George Fazekas Elio Quinton Emmanouil Benetos Johan Pauwels 116 1 0 09 May 2025
Representation Learning on a Random Lattice Aryeh Brill OOD FAtt AI4CE 73 0 0 28 Apr 2025
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 54 0 0 27 Apr 2025
Rethinking Target Label Conditioning in Adversarial Attacks: A 2D Tensor-Guided Generative Approach Hangyu Liu Bo Peng Pengxiang Ding Donglin Wang AAML 26 0 0 19 Apr 2025
Shared Global and Local Geometry of Language Model Embeddings Andrew Lee Melanie Weber F. Viégas Martin Wattenberg FedML 74 1 0 27 Mar 2025
Representational Similarity via Interpretable Visual Concepts Neehar Kondapaneni Oisin Mac Aodha Pietro Perona DRL 156 0 0 19 Mar 2025
TULIP: Towards Unified Language-Image Pretraining Zineng Tang Long Lian Seun Eisape Xudong Wang Roei Herzig Adam Yala Alane Suhr Trevor Darrell David M. Chan VLM CLIP MLLM 103 3 0 19 Mar 2025
The Shape of Attraction in UMAP: Exploring the Embedding Forces in Dimensionality Reduction Mohammad Tariqul Islam Jason W. Fleischer 146 0 0 12 Mar 2025
Is This Collection Worth My LLM's Time? Automatically Measuring Information Potential in Text Corpora Tristan Karch Luca Engel Philippe Schwaller Frédéric Kaplan 77 0 0 20 Feb 2025
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment Harrish Thasarathan Julian Forsyth Thomas Fel M. Kowal Konstantinos G. Derpanis 111 7 0 06 Feb 2025
Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning Wei Yu Wu Can Liao Zizhen Deng Zhengrui Guo Jinzhuo Wang 36 0 0 06 Feb 2025
How Redundant Is the Transformer Stack in Speech Representation Models? Teresa Dorszewski Albert Kjøller Jacobsen Lenka Tětková Lars Kai Hansen 107 0 0 20 Jan 2025
Video Diffusion Transformers are In-Context Learners Zhengcong Fei Di Qiu Changqian Yu Debang Li Mingyuan Fan VGen DiffM 190 2 0 14 Dec 2024
The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities Zhaofeng Wu Xinyan Velocity Yu Dani Yogatama Jiasen Lu Yoon Kim AIFin 46 10 0 07 Nov 2024
An Information Criterion for Controlled Disentanglement of Multimodal Data Chenyu Wang Sharut Gupta Xinyi Zhang Sana Tonekaboni Stefanie Jegelka Tommi Jaakkola Caroline Uhler DRL 37 1 0 31 Oct 2024
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 102 3 0 29 Oct 2024
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think Sihyun Yu Sangkyung Kwak Huiwon Jang Jongheon Jeong Jonathan Huang Jinwoo Shin Saining Xie OCL 70 62 0 09 Oct 2024
Next state prediction gives rise to entangled, yet compositional representations of objects Tankred Saanum Luca M. Schulze Buschoff Peter Dayan Eric Schulz OCL CoGe OOD 30 1 0 07 Oct 2024
Control-oriented Clustering of Visual Latent Representation Han Qi Haocheng Yin Heng Yang SSL 50 2 0 07 Oct 2024
Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information Yongheng Zhang Qiguang Chen Jingxuan Zhou Peng Wang Jiasheng Si Jin Wang Wenpeng Lu Libo Qin LRM 46 3 0 06 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
Formation of Representations in Neural Networks Liu Ziyin Isaac Chuang Tomer Galanti T. Poggio 37 4 0 03 Oct 2024
Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models Xinyu Zhou Delong Chen Samuel Cahyawijaya Xufeng Duan Zhenguang G. Cai 26 1 0 19 Sep 2024
Relative Representations: Topological and Geometric Perspectives Alejandro García-Castellanos G. Marchetti Danica Kragic Martina Scolamiero 48 0 0 17 Sep 2024
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining Dongyang Liu Shitian Zhao Le Zhuo Weifeng Lin Yu Qiao Xinyue Li Qi Qin Yu Qiao Hongsheng Li Peng Gao MLLM 67 48 0 05 Aug 2024
Coding for Intelligence from the Perspective of Category Wenhan Yang Zixuan Hu Lilang Lin Jiaying Liu Ling-Yu Duan AI4CE 40 1 0 01 Jul 2024
MATE: Meet At The Embedding -- Connecting Images with Long Texts Young Kyun Jang Junmo Kang Yong Jae Lee Donghyun Kim VLM 38 5 0 26 Jun 2024
Survival of the Fittest Representation: A Case Study with Modular Addition Xiaoman Delores Ding Zifan Carl Guo Eric J. Michaud Ziming Liu Max Tegmark 48 3 0 27 May 2024
Robust agents learn causal world models Jonathan G. Richens Tom Everitt OOD 119 36 0 16 Feb 2024
OLMo: Accelerating the Science of Language Models Dirk Groeneveld Iz Beltagy Pete Walsh Akshita Bhagia Rodney Michael Kinney ... Jesse Dodge Kyle Lo Luca Soldaini Noah A. Smith Hanna Hajishirzi OSLM 135 355 0 01 Feb 2024
A Vision Check-up for Language Models Pratyusha Sharma Tamar Rott Shaham Manel Baradad Stephanie Fu Adrian Rodriguez-Munoz Shivam Duggal Phillip Isola Antonio Torralba VLM LRM 78 24 0 03 Jan 2024
Self-correcting LLM-controlled Diffusion Models Tsung-Han Wu Long Lian Joseph E. Gonzalez Boyi Li Trevor Darrell 62 53 0 27 Nov 2023
Linearly Mapping from Image to Text Space Jack Merullo Louis Castricato Carsten Eickhoff Ellie Pavlick VLM 162 104 0 30 Sep 2022
Git Re-Basin: Merging Models modulo Permutation Symmetries Samuel K. Ainsworth J. Hayase S. Srinivasa MoMe 252 313 0 11 Sep 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 182 489 0 01 Feb 2022
A Systematic Study of Bias Amplification Melissa Hall L. V. D. van der Maaten Laura Gustafson Maxwell Jones Aaron B. Adcock 99 70 0 27 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,775 0 29 Apr 2021
WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning Krishna Srinivasan K. Raman Jiecao Chen Michael Bendersky Marc Najork VLM 199 310 0 02 Mar 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 238 207 0 17 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 228 4,460 0 23 Jan 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014