Rutgers University

Postdoctoral Associate

Rutgers University$20K — $200K *
Healthcare
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Ph.D. in Computer Science, Electrical/Computer Engineering, or related field with a strong research publication record.
  • Hands-on expertise with transformer architectures in PyTorch, including scalable training on GPUs.
  • Experience in building explainable models and evaluating model calibration and uncertainty.
  • Strong software engineering skills, including proficiency in Python, Git, and Docker.
  • Excellent communication skills for cross-disciplinary collaboration with clinical teams.

Responsibilities

  • Develop vision-text transformer architectures for multimodal data fusion.
  • Build fairness-aware pipelines, shape active learning loops, and collaborate with annotation teams.
  • Productionize models using PyTorch, Docker/Kubernetes, and AWS/SageMaker.
  • Prepare manuscripts for publication and contribute to compliance training in the lab.
  • Engage with stakeholders to ensure model explainability and equity in outcomes.

Benefits

  • Medical, prescription drug, and dental coverage
  • Paid vacation, holidays, and various leave programs
  • Competitive retirement benefits with tax-deferred savings options
  • Employee and dependent educational benefits
  • Life insurance coverage
  • Employee discount programs
Full Job Description
Position Details

Position Information

Recruitment/Posting Title
Postdoctoral Associate

Job Category
Staff & Executive - Research (Laboratory/Non-Laboratory)

Department
RWJ - Surgery Acute Care

Posting Summary

Rutgers, The State University of New Jersey, is seeking a Postdoctoral Associate for the Division of Acute Care Surgery at the Robert Wood Johnson Medical School.

The Postdoctoral Associate will work under the direction of the Principal Investigator in building a first-of-its-kind Software as a Medical Device (SaMD) that predicts, detects, and manages SSIs by fusing RGB + thermal wound images, intraoperative video, OR traffic signals, EHR data, and patient/surgeon surveys with explainability and equity at its core.

Among the key duties of this position are the following:
  • Design and train vision-text transformer architectures for multimodal fusion (RGB + thermal, intraoperative video, OR signals, EHR, surveys); develop temporal and cross-attention components for longitudinal risk trajectories.
  • Build robust fairness and skin-tone-aware pipelines (Fitzpatrick spectrum robustness, augmentation, bias audits). Partner with annotation teams using Encord (video) and our Segment Care image labels; shape active-learning loops and QC.
  • Productionize models with PyTorch, Docker/Kubernetes, and AWS/SageMaker Prepares manuscripts for publications.
  • Ensure all members of the lab are in compliance with the necessary trainings (both at the lab and at the institutional level).


FLSA
Exempt

Grade

Salary Details

Minimum Salary
20,000

Mid Range Salary
90,000

Maximum Salary
200,000

Offer Information

The final salary offer may be determined by several factors, including, but not limited to, the candidate's qualifications, experience, and expertise, and availability of department or grant funds to support the position. We also take into consideration market benchmarks, if and when appropriate, and internal equity to ensure fair compensation relative to the university's broader compensation structure. We are committed to offering competitive and flexible compensation packages to attract and retain top talent.

Benefits

Rutgers offers a comprehensive benefits package to eligible employees, based on position, which includes:
  • Medical, prescription drug, and dental coverage
  • Paid vacation, holidays, and various leave programs
  • Competitive retirement benefits, including defined contribution plans and voluntary tax-deferred savings options
  • Employee and dependent educational benefits
  • Life insurance coverage
  • Employee discounts programs


For detailed information on benefits and eligibility, please visit: http://uhr.rutgers.edu/benefits/benefits-overview.

Position Status
Full Time

Working Hours

Standard Hours
37.50

Daily Work Shift

Work Arrangement

This position requires a fully on-site work arrangement.

Union Description
Post Docs - Regular Salaried

Payroll Designation
PeopleSoft

Seniority Unit

Terms of Appointment
Staff - 12 month

Position Pension Eligibility
ABP

Qualifications

Minimum Education and Experience
  • A PhD degree in Computer Science, Electrical/Computer Engineering, or a related field by the start date, with a strong publication record in computer vision, multimodal learning, or vision-language models.
  • We require hands-on expertise with transformer architectures (e.g., ViT/TimeSformer, CLIP/BLIP or similar) in PyTorch, including scalable training on GPUs and reproducible experimentation.
  • Demonstrated experience building explainable models (e.g., concept bottlenecks, prototype/contrastive methods, attribution) and evaluating calibration and uncertainty is essential.


Certifications/Licenses

Required Knowledge, Skills, and Abilities
  • Strong software engineering skills-Python, Git, unit testing, experiment tracking-and fluency with containerization (Docker) and basic cloud workflows are expected, alongside excellent communication and cross-disciplinary collaboration with clinical teams.


Preferred Qualifications
  • The applicant should have training and experience in molecular and cellular neurobiology including animal husbandry, immunohistochemistry on brain tissue, and Western blotting and biochemical assays on brain tissue lysates.
  • S/he should also be able to operate standard laboratory equipment such as centrifuges, culture hoods, incubators, PCR machines, shaking incubators and plate readers.


Equipment Utilized

Physical Demands and Work Environment
  • Physical Demands: The applicant needs to be physically capable of performing the above duties, including use of multiple monitors, high-performance computers, and specialized software. Extended periods of sitting at desks or workstations equipment. Occasional lifting of equipment (typically under 25 lbs). He/She should communicate his/her research plans and findings verbally and in writing in proper English to the team and to the scientific community in presentations and publications.
  • Work Environment: Moderate noise. Office/lab environment.


Special Conditions

Posting Details

Posting Number
25ST2343

Posting Open Date

Special Instructions to Applicants

Regional Campus
Rutgers Biomedical and Health Sciences (RBHS)

Home Location Campus
Downtown New Brunswick

City
New Brunswick

State
NJ

Location Details

Pre-employment Screenings

All offers of employment are contingent upon successful completion of all pre-employment screenings.

Immunization Requirements
Under Policy 100.3.1 Immunization Policy for Covered Individuals, if employment will commence during Flu Season, Rutgers University may require certain prospective employees to provide proof that they are vaccinated against Seasonal Influenza for the current Flu Season, unless the University has granted the individual a medical or religious exemption. Additional infection control and safety policies may apply. Prospective employees should speak with their hiring manager to determine which policies apply to the role or position for which they are applying. Failure to provide proof of vaccination for any required vaccines or obtain a medical or religious exemption from the University will result in rescission of a candidate's offer of employment or disciplinary action up to and including termination.

About Rutgers University

Rutgers University is a public research university that offers undergraduate, graduate, and professional degree programs. The university has three main campuses in New Brunswick, Newark, and Camden, New Jersey, as well as several satellite locations. Rutgers University was founded in 1766 and is the eighth-oldest college in the United States. The university is known for its strong programs in the sciences, humanities, and social sciences, as well as its commitment to public service and community engagement. Rutgers University is a member of the Big Ten Conference and has a strong athletic program.
Learn more about Rutgers University
Size
13,000 employees
Industry

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