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Bibliographic Details
Main Authors:	Joseph, Sonia, Garrido, Quentin, Balestriero, Randall, Kowal, Matthew, Fel, Thomas, Bakhtiari, Shahab, Richards, Blake, Rabbat, Mike
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2602.07050
Tags:	Add Tag No Tags, Be the first to tag this record!

Into the Rabbit Hull: From Task-Relevant Concepts in DINO to Minkowski Geometry
by: Fel, Thomas, et al.
Published: (2025)

A Lightweight Library for Energy-Based Joint-Embedding Predictive Architectures
by: Terver, Basile, et al.
Published: (2026)

seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models
by: Ghaemi, Hafez, et al.
Published: (2025)

Learning Latent Action World Models In The Wild
by: Garrido, Quentin, et al.
Published: (2026)

Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment
by: Thasarathan, Harrish, et al.
Published: (2025)

UniBench: Visual Reasoning Requires Rethinking Vision-Language Beyond Scaling
by: Al-Tahan, Haider, et al.
Published: (2024)

Sparks of Explainability: Recent Advancements in Explaining Large Vision Models
by: Fel, Thomas
Published: (2025)

LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
by: Balestriero, Randall, et al.
Published: (2025)

Learning by Reconstruction Produces Uninformative Features For Perception
by: Balestriero, Randall, et al.
Published: (2024)

Prisma: An Open Source Toolkit for Mechanistic Interpretability in Vision and Video
by: Joseph, Sonia, et al.
Published: (2025)

Revisiting Feature Prediction for Learning Visual Representations from Video
by: Bardes, Adrien, et al.
Published: (2024)

Self-Supervised Anomaly Detection in the Wild: Favor Joint Embeddings Methods
by: Otero, Daniel, et al.
Published: (2024)

Deep Networks Always Grok and Here is Why
by: Humayun, Ahmed Imtiaz, et al.
Published: (2024)

On the Geometry of Deep Learning
by: Balestriero, Randall, et al.
Published: (2024)

IntPhys 2: Benchmarking Intuitive Physics Understanding In Complex Synthetic Environments
by: Bordes, Florian, et al.
Published: (2025)

Intuitive physics understanding emerges from self-supervised pretraining on natural videos
by: Garrido, Quentin, et al.
Published: (2025)

Post-Hoc Guidance for Consistency Models by Joint Flow Distribution Learning
by: Hsu, Chia-Hong, et al.
Published: (2026)

GPS-SSL: Guided Positive Sampling to Inject Prior Into Self-Supervised Learning
by: Feizi, Aarash, et al.
Published: (2024)

Ditch the Denoiser: Emergence of Noise Robustness in Self-Supervised Learning from Data Curriculum
by: Lu, Wenquan, et al.
Published: (2025)

Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps
by: Xia, Xue, et al.
Published: (2024)

World Models for Learning Dexterous Hand-Object Interactions from Human Videos
by: Goswami, Raktim Gautam, et al.
Published: (2025)

FastDINOv2: Frequency Based Curriculum Learning Improves Robustness and Training Speed
by: Zhang, Jiaqi, et al.
Published: (2025)

Embracing Diversity: Interpretable Zero-shot classification beyond one vector per class
by: Moayeri, Mazda, et al.
Published: (2024)

Visual Anagrams Reveal Hidden Differences in Holistic Shape Processing Across Vision Models
by: Doshi, Fenil R., et al.
Published: (2025)

VISReg: Variance-Invariance-Sketching Regularization for JEPA training
by: Wu, Haiyu, et al.
Published: (2026)

VideoGPA: Distilling Geometry Priors for 3D-Consistent Video Generation
by: Du, Hongyang, et al.
Published: (2026)

Joint Embedding vs Reconstruction: Provable Benefits of Latent Space Prediction for Self Supervised Learning
by: Van Assel, Hugues, et al.
Published: (2025)

Uncovering Conceptual Blindspots in Generative Image Models Using Sparse Autoencoders
by: Bohacek, Matyas, et al.
Published: (2025)

Learning and Leveraging World Models in Visual Representation Learning
by: Garrido, Quentin, et al.
Published: (2024)

Olaf-World: Orienting Latent Actions for Video World Modeling
by: Jiang, Yuxin, et al.
Published: (2026)

Bi-Orthogonal Factor Decomposition for Vision Transformers
by: Doshi, Fenil R., et al.
Published: (2026)

A Geometric Unification of Concept Learning with Concept Cones
by: Rocchi--Henry, Alexandre, et al.
Published: (2025)

Understanding Visual Feature Reliance through the Lens of Complexity
by: Fel, Thomas, et al.
Published: (2024)

Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models
by: Kowal, Matthew, et al.
Published: (2024)

Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models
by: Fel, Thomas, et al.
Published: (2025)

Beyond and Free from Diffusion: Invertible Guided Consistency Training
by: Hsu, Chia-Hong, et al.
Published: (2025)

From Linearity to Non-Linearity: How Masked Autoencoders Capture Spatial Correlations
by: Bisulco, Anthony, et al.
Published: (2025)

Understanding Video Transformers via Universal Concept Discovery
by: Kowal, Matthew, et al.
Published: (2024)

WorldModelBench: Judging Video Generation Models As World Models
by: Li, Dacheng, et al.
Published: (2025)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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