Connectionists: [CFP] Conference on Lifelong Learning Agents (CoLLAs) 2026 - Non-archival Track

[Sarath Chandar]

Dear All,

We invite you to submit to the non-archival track of CoLLAs 2026.

The Conference on Lifelong Learning Agents (CoLLAs) is an annual gathering
of researchers to exchange ideas on all facets of adaptation of ML models,
especially, but not limited to, the ability for lifelong learning. The
model can be adapted continually during training on new data/tasks/skills,
or could just be a one-off fine-tuning or model merging. Adaptation can add
new knowledge, or remove/edit outdated undesired behaviors.

The Non-Archival Track of CoLLAs is designed to allow authors to present
work in three categories:

*1. Journal Track:* recently published work in journals. TMLR will provide
a “CoLLAs certification” for TMLR papers that are accepted to be presented
at the CoLLAs conference.

*2. Sister Conference Track:* recently published conference papers at
sister conferences like ICML/ICLR/NeurIPS/CVPR/ICCV/ACL/EMNLP/etc.

*3. Work-in-Progress Track:* ongoing work that is not yet ready for
submission to a main conference or journal.

More details about the call can be found here:
https://lifelong-ml.cc/Conferences/2026/call_for_non_archival_track


*Openreview page for journal/sister-conference Track:*
https://openreview.net/group?id=lifelong-ml.cc/CoLLAs/2026/Published_Journal-Conference_Papers_Track

*Openreview page for work-in-progress Track:*
https://openreview.net/group?id=lifelong-ml.cc/CoLLAs/2026/Work-In-Progress_Track


*Submission Deadline: July 01, 2026.*


CoLLAs 2026 will be held in Precis Center, National University of Science
and Technology POLITEHNICA Bucharest, Romania, and will be an in-person
conference.

For any questions about the conference, you can contact us at
contact at lifelong-ml.cc.


Regards,

Camila Gonzalez, Xialei Liu

CoLLAs 2026 Non-archival Track Chairs
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