Using the low-level cache [1] sounds like it'd work fine for you.
from django.core.cache import cache
key = 'complex-results-%s' % request.session.id
results = cache.get(key)
if results is None:
results = list(YourComplexQuery)
cache.set(key, results, 60*15)
# then just use pagination to get the page [2]
[1] http://www.djangoproject.com/documentation/cache/#the-low-level-cache-api
[2] http://www.djangoproject.com/documentation/models/pagination/
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