CaTs and DAGs: Integrating Directed Acyclic Graphs with Transformers for Causally Constrained Predictions

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Vowels, Matthew J., Rochat, Mathieu, Akbari, Sina
Formato:	Preprint
Publicado:	2024
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

psifx -- Psychological and Social Interactions Feature Extraction Package
por: Rochette, Guillaume, et al.
Publicado: (2024)

SLEM: Machine Learning for Path Modeling and Causal Inference with Super Learner Equation Modeling
por: Vowels, Matthew J.
Publicado: (2023)

CaT-GNN: Enhancing Credit Card Fraud Detection via Causal Temporal Graph Neural Networks
por: Duan, Yifan, et al.
Publicado: (2024)

CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learning
por: Chane-Sane, Elliot, et al.
Publicado: (2024)

Stable Causal Discovery via Directed Acyclic Graph Aggregation
por: Wu, Yunan, et al.
Publicado: (2026)

Contextual Directed Acyclic Graphs
por: Thompson, Ryan, et al.
Publicado: (2023)

Causal Fourier Analysis on Directed Acyclic Graphs and Posets
por: Seifert, Bastian, et al.
Publicado: (2022)

Unfaithful Probability Distributions in Binary Triple of Causality Directed Acyclic Graph
por: Liu, Jingwei
Publicado: (2025)

Incorporating Expert Knowledge into Bayesian Causal Discovery of Mixtures of Directed Acyclic Graphs
por: Björkman, Zachris, et al.
Publicado: (2025)

Convolutional Learning on Directed Acyclic Graphs
por: Rey, Samuel, et al.
Publicado: (2024)

Recursive Causal Discovery
por: Mokhtarian, Ehsan, et al.
Publicado: (2024)

Interpretable Neural Causal Models with TRAM-DAGs
por: Sick, Beate, et al.
Publicado: (2025)

Directed Acyclic Graph Convolutional Networks
por: Rey, Samuel, et al.
Publicado: (2025)

Sample Complexity of Nonparametric Closeness Testing for Continuous Distributions and Its Application to Causal Discovery with Hidden Confounding
por: Jamshidi, Fateme, et al.
Publicado: (2025)

Integrating Causal DAGs in Deep RL: Activating Minimal Markovian States with Multi-Order Exposure
por: Xu, Jiamin, et al.
Publicado: (2026)

Learning Directed Acyclic Graphs from Partial Orderings
por: Shojaie, Ali, et al.
Publicado: (2024)

Interventional Causal Discovery in a Mixture of DAGs
por: Varıcı, Burak, et al.
Publicado: (2024)

Transformers Provably Learn Directed Acyclic Graphs via Kernel-Guided Mutual Information
por: Cheng, Yuan, et al.
Publicado: (2025)

Coordinated Multi-Neighborhood Learning on a Directed Acyclic Graph
por: Smith, Stephen, et al.
Publicado: (2024)

ProDAG: Projected Variational Inference for Directed Acyclic Graphs
por: Thompson, Ryan, et al.
Publicado: (2024)

Permutation-based Inference for Variational Learning of Directed Acyclic Graphs
por: Bonilla, Edwin V., et al.
Publicado: (2024)

Directed Acyclic Graph Structure Learning from Dynamic Graphs
por: Fan, Shaohua, et al.
Publicado: (2022)

AcceleratedLiNGAM: Learning Causal DAGs at the speed of GPUs
por: Akinwande, Victor, et al.
Publicado: (2024)

Curriculum Learning Meets Directed Acyclic Graph for Multimodal Emotion Recognition
por: Nguyen, Cam-Van Thi, et al.
Publicado: (2024)

Causal Effect Identification in Heterogeneous Environments from Higher-Order Moments
por: Kivva, Yaroslav, et al.
Publicado: (2025)

DAG-AFL:Directed Acyclic Graph-based Asynchronous Federated Learning
por: Zhang, Shuaipeng, et al.
Publicado: (2025)

Causal Discovery for Linear DAGs with Dependent Latent Variables via Higher-order Cumulants
por: Cai, Ming, et al.
Publicado: (2025)

Differential Adjusted Parity for Learning Fair Representations
por: Sahyouni, Bucher, et al.
Publicado: (2025)

DSL: Understanding and Improving Softmax Recommender Systems with Competition-Aware Scaling
por: Sahyouni, Bucher, et al.
Publicado: (2026)

Fast Proxy Experiment Design for Causal Effect Identification
por: Elahi, Sepehr, et al.
Publicado: (2024)

SeaDAG: Semi-autoregressive Diffusion for Conditional Directed Acyclic Graph Generation
por: Zhou, Xinyi, et al.
Publicado: (2024)

Integer Programming for Learning Directed Acyclic Graphs from Non-identifiable Gaussian Models
por: Xu, Tong, et al.
Publicado: (2024)

Reinforcement Learning for Causal Discovery without Acyclicity Constraints
por: Duong, Bao, et al.
Publicado: (2024)

Deep Learning With DAGs
por: Balgi, Sourabh, et al.
Publicado: (2024)

Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning
por: Liu, Yuhang, et al.
Publicado: (2024)

Scalable Variational Causal Discovery Unconstrained by Acyclicity
por: Hoang, Nu, et al.
Publicado: (2024)

Theoretical Guarantees for Causal Discovery on Large Random Graphs
por: Chevalley, Mathieu, et al.
Publicado: (2025)

Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs
por: Veedu, Mishfad Shaikh, et al.
Publicado: (2023)

Average Causal Effect Estimation in DAGs with Hidden Variables: Beyond Back-Door and Front-Door Criteria
por: Guo, Anna, et al.
Publicado: (2024)

ExDAG: an MIQP Algorithm for Learning DAGs
por: Rytir, Pavel, et al.
Publicado: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"df2d858ae13d18420aaa35382b8b8c4b"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790990288.517 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "df2d858ae13d18420aaa35382b8b8c4b" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=df2d858ae13d18420aaa35382b8b8c4b; language=es; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"44485"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2410_14485/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2410_14485/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790990288.5122
REQUEST_TIME	1790990288

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler