Overtrained, Not Misaligned

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Bibliographic Details
Main Authors:	Schreiber, Joel, Goldstein, Ariel
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
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Misalignment from Treating Means as Ends
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LLM Misalignment via Adversarial RLHF Platforms
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Understanding Emergent Misalignment via Feature Superposition Geometry
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Indirect Attention: Turning Context Misalignment into a Feature
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In-Training Defenses against Emergent Misalignment in Language Models
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Beyond Prior Limits: Addressing Distribution Misalignment in Particle Filtering
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Preemptive Detection and Steering of LLM Misalignment via Latent Reachability
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Quantifying the Influences on Probabilistic Wind Power Forecasts
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ROGUE: Misaligned Agent Behavior Arising from Ordinary Computer Use
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Distance-Misaligned Training in Graph Transformers and Adaptive Graph-Aware Control
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Shared Parameter Subspaces and Cross-Task Linearity in Emergently Misaligned Behavior
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Decomposing Behavioral Phase Transitions in LLMs: Order Parameters for Emergent Misalignment
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From Narrow Unlearning to Emergent Misalignment: Causes, Consequences, and Containment in LLMs
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A Nurse is Blue and Elephant is Rugby: Cross Domain Alignment in Large Language Models Reveal Human-like Patterns
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RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation
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Silent Inconsistency in Data-Parallel Full Fine-Tuning: Diagnosing Worker-Level Optimization Misalignment
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Deep Learning for Optical Misalignment Diagnostics in Multi-Lens Imaging Systems
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Epistemic Traps: Rational Misalignment Driven by Model Misspecification
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Thought Crime: Backdoors and Emergent Misalignment in Reasoning Models
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Agentic Misalignment: How LLMs Could Be Insider Threats
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Ulterior Motives: Detecting Misaligned Reasoning in Continuous Thought Models
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Emergent and Subliminal Misalignment Through the Lens of Data-Mediated Transfer
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Unintended Misalignment from Agentic Fine-Tuning: Risks and Mitigation
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PASs-MoE: Mitigating Misaligned Co-drift among Router and Experts via Pathway Activation Subspaces for Continual Learning
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The Devil in the Details: Emergent Misalignment, Format and Coherence in Open-Weights LLMs
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Persona-Model Collapse in Emergent Misalignment
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Re-Emergent Misalignment: How Narrow Fine-Tuning Erodes Safety Alignment in LLMs
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Speculating Experts Accelerates Inference for Mixture-of-Experts
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MirrorBench: A Benchmark to Evaluate Conversational User-Proxy Agents for Human-Likeness
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Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
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Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases
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CoHyDE: Iterative Co-Training of LLM Rewriter & Dense Encoder for Tool Retrieval
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Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky
by: Hathidara, Ashutosh, et al.
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Password-Activated Shutdown Protocols for Misaligned Frontier Agents
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Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks
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Does Visual Rendering Bypass Tokenization? Investigating Script-Tokenizer Misalignment in Pixel-Based Language Models
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Can We Predict Alignment Before Models Finish Thinking? Towards Monitoring Misaligned Reasoning Models
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Zero-shot Multivariate Time Series Forecasting Using Tabular Prior Fitted Networks
by: Jayawardhana, Mayuka, et al.
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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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