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Bibliographic Details
Main Authors:	Collins, Katherine M., Bhatt, Umang, Sucholutsky, Ilia
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Machine Learning
Online Access:	https://arxiv.org/abs/2501.10476
Tags:	Add Tag No Tags, Be the first to tag this record!

Learning Human-like Representations to Enable Learning Human Values
by: Wynn, Andrea, et al.
Published: (2023)

Building Machines that Learn and Think with People
by: Collins, Katherine M., et al.
Published: (2024)

Learning Personalized Decision Support Policies
by: Bhatt, Umang, et al.
Published: (2023)

Large Language Models Must Be Taught to Know What They Don't Know
by: Kapoor, Sanyam, et al.
Published: (2024)

Belief Offloading in Human-AI Interaction
by: Guingrich, Rose E., et al.
Published: (2026)

Concept Alignment
by: Rane, Sunayana, et al.
Published: (2024)

Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse
by: Liu, Ryan, et al.
Published: (2024)

Analyzing the Roles of Language and Vision in Learning from Limited Data
by: Chen, Allison, et al.
Published: (2024)

When Should We Orchestrate Multiple Agents?
by: Bhatt, Umang, et al.
Published: (2025)

Large Language Models Assume People are More Rational than We Really are
by: Liu, Ryan, et al.
Published: (2024)

Under the Influence: Quantifying Persuasion and Vigilance in Large Language Models
by: Robinson, Sasha, et al.
Published: (2026)

Identifying, Evaluating, and Mitigating Risks of AI Thought Partnerships
by: Oktar, Kerem, et al.
Published: (2025)

Learning with Language-Guided State Abstractions
by: Peng, Andi, et al.
Published: (2024)

Preference-Conditioned Language-Guided Abstraction
by: Peng, Andi, et al.
Published: (2024)

Extending Tabular Denoising Diffusion Probabilistic Models for Time-Series Data Generation
by: Dobhal, Umang, et al.
Published: (2026)

When Should Algorithms Resign? A Proposal for AI Governance
by: Bhatt, Umang, et al.
Published: (2024)

Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition
by: Halder, Barproda, et al.
Published: (2024)

Enhancing Customer Service Chatbots with Context-Aware NLU through Selective Attention and Multi-task Learning
by: Nandi, Subhadip, et al.
Published: (2025)

Calibration vs Decision Making: Revisiting the Reliability Paradox in Unlearned Language Models
by: Shukla, Divyaksh, et al.
Published: (2026)

Why Human Guidance Matters in Collaborative Vibe Coding
by: Hu, Haoyu, et al.
Published: (2026)

On the Expressive Power of Graph Neural Networks
by: Nalwade, Ashwin, et al.
Published: (2024)

Revisiting In-Context Learning with Long Context Language Models
by: Baek, Jinheon, et al.
Published: (2024)

On Benchmarking Human-Like Intelligence in Machines
by: Ying, Lance, et al.
Published: (2025)

Med-Bot: An AI-Powered Assistant to Provide Accurate and Reliable Medical Information
by: Bhatt, Ahan, et al.
Published: (2024)

Selective QA over Conflicting Multi-Source Personal Memory: A Diagnostic Testbed and Method Comparison
by: Yang, Tiancheng, et al.
Published: (2026)

BCR-DRL: Behavior- and Context-aware Reward for Deep Reinforcement Learning in Human-AI Coordination
by: Hao, Xin, et al.
Published: (2024)

Meaningful Causal Aggregation and Paradoxical Confounding
by: Zhu, Yuchen, et al.
Published: (2023)

Epistemology gives a Future to Complementarity in Human-AI Interactions
by: Ferrario, Andrea, et al.
Published: (2026)

Revisiting Synthetic Human Trajectories: Imitative Generation and Benchmarks Beyond Datasaurus
by: Deng, Bangchao, et al.
Published: (2024)

Learning to Receive Help: Intervention-Aware Concept Embedding Models
by: Zarlenga, Mateo Espinosa, et al.
Published: (2023)

Using LLMs to Advance the Cognitive Science of Collectives
by: Sucholutsky, Ilia, et al.
Published: (2025)

Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning
by: Mahrooghi, Ilia, et al.
Published: (2026)

iLoRA: Bayesian Low-Rank Adaptation with Latent Interaction Graphs for Microbiome Diagnosis
by: Song, Yang, et al.
Published: (2026)

Estimation of Concept Explanations Should be Uncertainty Aware
by: Piratla, Vihari, et al.
Published: (2023)

Large Empirical Case Study: Go-Explore adapted for AI Red Team Testing
by: Bhatt, Manish, et al.
Published: (2025)

Deep Submodular Peripteral Networks
by: Bhatt, Gantavya, et al.
Published: (2024)

Representational Alignment Supports Effective Machine Teaching
by: Sucholutsky, Ilia, et al.
Published: (2024)

The Fair Language Model Paradox
by: Pinto, Andrea, et al.
Published: (2024)

In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness
by: Collins, Liam, et al.
Published: (2024)

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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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