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advml frontiers cotma colm 2026 advml frontiers cotma colm 26 home about speakers schedule cfp organizers past events advml frontiers 22 advml frontiers 23 advml frontiers 24 advml frontiers cotma from model security to compositional threats in multi agent ai systems colm 2026 october 9 2026 san francisco ca about advml frontiers cotma the advml frontiers cotma workshop is a cross community effort that unifies two complementary workshop brands advml frontiers and cotma compositional threats in multi agent ai systems as foundation models evolve from standalone predictors into reusable assets and interconnected multi agent systems the adversarial surface of ai has expanded far beyond traditional input output robustness building on the advml frontiers theme the workshop focuses on securing frontier models both as valuable assets and as complex systems this includes emerging security challenges surrounding provenance watermarking fingerprinting unauthorized distillation supply chain attacks model integrity reasoning time intervention and system level robustness complementing this perspective cotma focuses on compositional and interaction layer threats in multi agent ai systems where vulnerabilities emerge through communication delegation shared memory tool use and coordination among agents by bridging these two themes advml frontiers cotma aims to advance a broader vision of ai security and safety for interconnected evolving and deployable ai ecosystems while fostering collaboration across adversarial ml foundation models systems security and agentic ai communities invited speakers tbd schedule time 8 30 8 40 opening remarks time 8 40 9 10 invited talk advml nicole nichols palo alto networks time 9 10 9 40 invited talk advml somesh jha university of wisconsin madison time 9 40 9 55 coffee break time 9 55 10 00 advml rising star award best paper awards announcement time 10 00 10 30 advml rising star award presentations 2 15 min time 10 30 11 00 invited talk cotma evangelos papalexakis university of california riverside time 11 00 11 30 invited talk cotma rahul gupta amazon agi time 11 30 11 50 oral spotlight paper presentations i 2 10 min time 11 50 13 00 lunch time 13 00 13 40 poster session 1 time 13 40 14 10 invited talk advml ilia shumailov meta time 14 10 14 40 invited talk cotma eugene bagdasarian umass amherst google time 14 40 15 10 invited talk advml motahhare eslami carnegie mellon university time 15 10 15 30 oral spotlight paper presentations ii 2 10 min time 15 30 16 15 coffee break poster session 2 time 16 15 17 15 panel evtimov beirami cameron baracaldo bagdasarian time 17 15 17 25 best paper awards time 17 25 17 30 closing remarks advml rising star award call for application application instructions eligibility and requirements senior phd students enrolled in a phd program before december 2022 or researchers holding postdoctoral positions including faculty positions who obtained phd degree after april 2023 applicants are required to submit the following materials cv including a list of publications research statement up to 2 pages single column excluding references including your research accomplishments and future research directions a 5 minute video recording for your research summary two letters of recommendation uploaded to this form by the referees before july 31st 2026 aoe the awardee must attend the colm advml frontiers cotma workshop and give a presentation in person submit the required materials a b c to this form by july 24th 2026 aoe important dates application materials jul 24 2026 recommendation letters jul 31 2026 2026 advml rising star award call for papers submission instructions submission format we invite paper submissions of up to 6 pages excluding references and supplementary material please ensure that all submissions conform to the colm template and submit via openreview accepted papers are non archival which will not appear in formal conference proceedings concurrent submissions are allowed but it is the responsibility of the authors to verify compliance with other venues policies accepted papers will be allocated either a spotlight talk or a poster presentation important dates submission deadline jun 23 2026 aoe extended to jun 30 2026 aoe notification to authors jul 24 2026 camera ready deadline tbd workshop date oct 9 2026 topics the topics for advml frontiers cotma include but are not limited to adversarial machine learning for foundation models multi agent ai security and compositional threats inter agent attacks and trust exploitation prompt injection and indirect prompt attacks memory poisoning and rag security tool use and api exploitation model provenance fingerprinting and watermarking model stealing and supply chain attacks backdoors and poisoning in frontier model pipelines adversarial attacks on reasoning models and chain of thought test time adaptation and intervention security robustness of agentic and embodied ai systems security for multimodal models and vlas alignment and safety evaluation for frontier systems theoretical foundations of robustness controllability and identifiability governance auditing and accountability for ai agents benchmarks and red teaming frameworks for agentic systems organizers advml frontiers organizers sijia liu michigan state university pin yu chen ibm research usa dongxiao zhu wayne state university usa eric wong university of pennsylvania usa yao qin uc santa barbara usa kathrin grosse ibm research europe switzerland baharan mirzasoleiman ucla usa sanmi koyejo stanford university usa cotma organizers abhinav mohanty amazon agi tong wang amazon agi swabha swayamdipta university of southern california ninareh mehrabi meta anil ramakrishna meta yeonsung jung kaist ai homa hosseinmardi ucla christos christodoulopoulos uk ico workshop publicity student chair bingqi shang michigan state university contacts for website related questions please contact the workshop publicity student chair for paper submission and logistics questions please contact the organizing committee at advml frontiers cotma26 googlegroups com copyright advml frontiers cotma all rights reserved designed by bootstrapmade some photos and pictures are collected from internet and no copyright infringement is intended
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