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Bibliographic Details
Main Authors:	Sharan, Medant, Adak, Chandranath
Format:	Preprint
Published:	2024
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2411.11057
Tags:	Add Tag No Tags, Be the first to tag this record!

Detecting Severity of Diabetic Retinopathy from Fundus Images: A Transformer Network-based Review
by: Karkera, Tejas, et al.
Published: (2023)

SAiW: Source-Attributable Invisible Watermarking for Proactive Deepfake Defense
by: Das, Bibek, et al.
Published: (2026)

Unraveling Movie Genres through Cross-Attention Fusion of Bi-Modal Synergy of Poster
by: Nareti, Utsav Kumar, et al.
Published: (2024)

ProtoSiTex: Learning Semi-Interpretable Prototypes for Multi-label Text Classification
by: Nareti, Utsav Kumar, et al.
Published: (2025)

Impact of Visual Context on Noisy Multimodal NMT: An Empirical Study for English to Indian Languages
by: Gain, Baban, et al.
Published: (2023)

So Long Sucker: Endgame Analysis
by: De Carufel, Jean-Lou, et al.
Published: (2024)

The Multi-Agent Reinforcement Learning in MalmÖ (MARLÖ) Competition
by: Perez-Liebana, Diego, et al.
Published: (2019)

Multi-Agent Reinforcement Learning for Market Making: Competition without Collusion
by: Wang, Ziyi, et al.
Published: (2025)

FightLadder: A Benchmark for Competitive Multi-Agent Reinforcement Learning
by: Li, Wenzhe, et al.
Published: (2024)

The PokeAgent Challenge: Competitive and Long-Context Learning at Scale
by: Karten, Seth, et al.
Published: (2026)

Cooperative-Competitive Team Play of Real-World Craft Robots
by: Zhao, Rui, et al.
Published: (2026)

A Competition Winning Deep Reinforcement Learning Agent in microRTS
by: Goodfriend, Scott
Published: (2024)

Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game
by: Xu, Zelai, et al.
Published: (2023)

MACC: Multi-Agent Collaborative Competition for Scientific Exploration
by: Oyama, Satoshi, et al.
Published: (2026)

SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning
by: Liu, Bo, et al.
Published: (2025)

MARSHAL: Incentivizing Multi-Agent Reasoning via Self-Play with Strategic LLMs
by: Yuan, Huining, et al.
Published: (2025)

Mastering Multi-Drone Volleyball through Hierarchical Co-Self-Play Reinforcement Learning
by: Zhang, Ruize, et al.
Published: (2025)

Games Agents Play: Towards Transactional Analysis in LLM-based Multi-Agent Systems
by: Zamojska, Monika, et al.
Published: (2025)

Ulterior Motives: Detecting Misaligned Reasoning in Continuous Thought Models
by: Ramjee, Sharan
Published: (2026)

Multi-Agent Reinforcement Learning with Long-Term Performance Objectives for Service Workforce Optimization
by: Eissa, Kareem, et al.
Published: (2025)

Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation
by: Wang, Chenxu, et al.
Published: (2025)

HARBOR: Exploring Persona Dynamics in Multi-Agent Competition
by: Jiang, Kenan, et al.
Published: (2025)

Offline Fictitious Self-Play for Competitive Games
by: Chen, Jingxiao, et al.
Published: (2024)

Agile Flight Emerges from Multi-Agent Competitive Racing
by: Pasumarti, Vineet, et al.
Published: (2025)

Identity-Driven Hierarchical Role-Playing Agents
by: Sun, Libo, et al.
Published: (2024)

MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
by: Islam, Md. Ashraful, et al.
Published: (2024)

SoK: Security and Privacy of AI Agents for Blockchain
by: Romandini, Nicolò, et al.
Published: (2025)

SoK: DARPA's AI Cyber Challenge (AIxCC): Competition Design, Architectures, and Lessons Learned
by: Zhang, Cen, et al.
Published: (2026)

An Improved Multi-Agent Algorithm for Cooperative and Competitive Environments by Identifying and Encouraging Cooperation among Agents
by: Qi, Junjie, et al.
Published: (2025)

FOOTPASS: A Multi-Modal Multi-Agent Tactical Context Dataset for Play-by-Play Action Spotting in Soccer Broadcast Videos
by: Ochin, Jeremie, et al.
Published: (2025)

Bidirectional Distillation: A Mixed-Play Framework for Multi-Agent Generalizable Behaviors
by: Feng, Lang, et al.
Published: (2025)

On Centralized Critics in Multi-Agent Reinforcement Learning
by: Lyu, Xueguang, et al.
Published: (2024)

RUMAD: Reinforcement-Unifying Multi-Agent Debate
by: Wang, Chao, et al.
Published: (2026)

Reinforcement Learning for Long-Horizon Interactive LLM Agents
by: Chen, Kevin, et al.
Published: (2025)

SwiftSolve: A Self-Iterative, Complexity-Aware Multi-Agent Framework for Competitive Programming
by: Singh, Adhyayan Veer, et al.
Published: (2025)

AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions
by: Li, Ziming, et al.
Published: (2024)

Scalable Safe Multi-Agent Reinforcement Learning for Multi-Agent System
by: Du, Haikuo, et al.
Published: (2025)

SoK: Trust-Authorization Mismatch in LLM Agent Interactions
by: Shi, Guanquan, et al.
Published: (2025)

Reward-Decomposed Reinforcement Learning for Immersive Video Role-Playing
by: Wang, Miao, et al.
Published: (2026)

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'

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