Tackling Distribution Shift in LLM via KILO: Knowledge-Instructed Learning for Continual Adaptation

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Muttakhiroh, Iing, Fevens, Thomas
Formato:	Preprint
Publicado:	2025
Materias:	Computation and Language Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Enhancing Memory Recall in LLMs with Gauss-Tin: A Hybrid Instructional and Gaussian Replay Approach
por: Muttakhiroh, Iing, et al.
Publicado: (2025)

InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
por: Wei, Zhepei, et al.
Publicado: (2024)

MetaRM: Shifted Distributions Alignment via Meta-Learning
por: Dou, Shihan, et al.
Publicado: (2024)

Continual Learning Under Language Shift
por: Gogoulou, Evangelia, et al.
Publicado: (2023)

Domain Adaptation of Llama3-70B-Instruct through Continual Pre-Training and Model Merging: A Comprehensive Evaluation
por: Siriwardhana, Shamane, et al.
Publicado: (2024)

Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning
por: Kaur, Simran, et al.
Publicado: (2024)

MathChat: Converse to Tackle Challenging Math Problems with LLM Agents
por: Wu, Yiran, et al.
Publicado: (2023)

Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation
por: Tang, Pingzhi, et al.
Publicado: (2026)

Few-shot Adaptation to Distribution Shifts By Mixing Source and Target Embeddings
por: Xue, Yihao, et al.
Publicado: (2023)

Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation
por: Liu, Haochen, et al.
Publicado: (2024)

Training Superior Sparse Autoencoders for Instruct Models
por: Li, Jiaming, et al.
Publicado: (2025)

CURaTE: Continual Unlearning in Real Time with Ensured Preservation of LLM Knowledge
por: Bae, Seyun, et al.
Publicado: (2026)

Enhancing LLM Knowledge Learning through Generalization
por: Zhu, Mingkang, et al.
Publicado: (2025)

Active Continual Learning: On Balancing Knowledge Retention and Learnability
por: Vu, Thuy-Trang, et al.
Publicado: (2023)

A Regularization-based Transfer Learning Method for Information Extraction via Instructed Graph Decoder
por: Chen, Kedi, et al.
Publicado: (2024)

Personalized Adaptation via In-Context Preference Learning
por: Lau, Allison, et al.
Publicado: (2024)

Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics
por: Pattichis, Andreas, et al.
Publicado: (2026)

IPCGRL: Language-Instructed Reinforcement Learning for Procedural Level Generation
por: Baek, In-Chang, et al.
Publicado: (2025)

Learning to Evolve: Bayesian-Guided Continual Knowledge Graph Embedding
por: Li, Linyu, et al.
Publicado: (2025)

Tackling Length Inflation Without Trade-offs: Group Relative Reward Rescaling for Reinforcement Learning
por: Li, Zichao, et al.
Publicado: (2026)

Reinforcement Learning-based Knowledge Distillation with LLM-as-a-Judge
por: Shen, Yiyang, et al.
Publicado: (2026)

Ultra-Fast Language Generation via Discrete Diffusion Divergence Instruct
por: Zheng, Haoyang, et al.
Publicado: (2025)

Learning to Instruct for Visual Instruction Tuning
por: Zhou, Zhihan, et al.
Publicado: (2025)

Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning
por: Li, Xiaochuan, et al.
Publicado: (2024)

GONE: Structural Knowledge Unlearning via Neighborhood-Expanded Distribution Shaping
por: Dahal, Chahana, et al.
Publicado: (2026)

Foundation Model's Embedded Representations May Detect Distribution Shift
por: Vargas, Max, et al.
Publicado: (2023)

Tackling prediction tasks in relational databases with LLMs
por: Wydmuch, Marek, et al.
Publicado: (2024)

KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation
por: Luo, Xindi, et al.
Publicado: (2024)

LLM Pretraining with Continuous Concepts
por: Tack, Jihoon, et al.
Publicado: (2025)

Deep Learning-based Method for Expressing Knowledge Boundary of Black-Box LLM
por: Sheng, Haotian, et al.
Publicado: (2026)

SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models
por: He, Jinghan, et al.
Publicado: (2024)

Less Finetuning, Better Retrieval: Rethinking LLM Adaptation for Biomedical Retrievers via Synthetic Data and Model Merging
por: Khattab, Sameh, et al.
Publicado: (2026)

When Prompts Interact: Assessing Prompt Arithmetic for Deconfounding under Distribution Shift
por: Sheng, Zhecheng, et al.
Publicado: (2026)

Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution Shift
por: Lim, Sungjun, et al.
Publicado: (2026)

EdgeInfinite-Instruct: Bridging SFT-Based Optimization and NPU-Level Efficiency for Edge Devices
por: Chen, Jiyu, et al.
Publicado: (2025)

LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domain
por: Niklaus, Joel, et al.
Publicado: (2024)

SPARC: Subspace-Aware Prompt Adaptation for Robust Continual Learning in LLMs
por: Jayasuriya, Dinithi, et al.
Publicado: (2025)

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
por: Luo, Haipeng, et al.
Publicado: (2023)

InCo-DPO: Balancing Distribution Shift and Data Quality for Enhanced Preference Optimization
por: Wang, Yunan, et al.
Publicado: (2025)

AgentInstruct: Toward Generative Teaching with Agentic Flows
por: Mitra, Arindam, 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
ui	"standard"
language	"es"
VUFIND_SESSION	"ac7b9c508aa3118822a9271e464ce1a0"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790841257.5831 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "ac7b9c508aa3118822a9271e464ce1a0" ]`]
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	"ui=standard; language=es; VUFIND_SESSION=ac7b9c508aa3118822a9271e464ce1a0"
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	"216.73.216.147"
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	"36452"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2508_03571/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2508_03571/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790841257.579
REQUEST_TIME	1790841257

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler