Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:17:50.586922Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 1 inbound Pith citation observation for arXiv:2412.17737.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:17:50.586922Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T00:52:14.182478Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-09T00:52:14.275313Z
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation cf847e75-8dc5-4680-b84c-ae9afc9a71cb · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Zico Kolter
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 39169499-2f7f-4721-99a2-d4f9289c5fdf · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fd00c3ad-403d-4346-977f-50549c73e31e · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b249fb2f-50e1-4fd7-a467-628dd29ff67c · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback The free-energy principle: a unified brain theory? Nature Reviews Neuroscience, 11 0 (2): 0 127--138, 2010
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac172cbc-d47b-4aec-958b-c0637ede7576 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Draw: A recurrent neural network for image generation
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5ccc380f-baeb-4e9f-815f-dc745ccf6e77 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Towards solving the hard problem of consciousness: The varieties of brain resonances and the conscious experiences that they support
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 15d67a68-d4b5-4c27-b557-edc04ae7abeb · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Model-based Iterative Restoration for Binary Document Image Compression with Dictionary Learning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7b7d2847-3880-402c-94f2-c6119a023dea · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Hinton, Peter Dayan, Brendan J
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f418315e-2d34-4229-ad22-7ff1abc1f156 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback LoRA: Low-Rank Adaptation of Large Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04846610-8a73-4df9-80a0-0a9a2c7f1486 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Neural networks with recurrent generative feedback
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5ef82b48-ef29-43f7-87b1-e5f8ac24a962 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c2478205-9e5b-4bb0-9910-8a898c67fdb4 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Deep learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ae02117-53d9-423d-8c8c-50654286ebce · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fc09cd2-bc9e-474e-8013-d37fd440c846 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback FiLM: Visual Reasoning with a General Conditioning Layer
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21299bc8-e303-4a95-a2f8-00fa9378437d · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Compressive Transformers for Long-Range Sequence Modelling
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 293c4a83-60e4-4582-9f5b-975161c4c080 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9cd39966-744c-423d-96c6-e7ca7e144530 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback U-net: Convolutional networks for biomedical image segmentation
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 975e9277-1ddf-49bc-924a-7619012b13ff · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Dynamic routing between capsules
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 256fc0ef-89d9-47cd-8e41-48b4e232720c · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Recurrent convolutional neural networks: A better model of biological object recognition
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4cd55a65-0922-48b2-83b7-09b3781d5301 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f49cc8da-5017-4c50-a1ab-5a332a32d54d · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Long Range Arena: A Benchmark for Efficient Transformers
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f5ae3a1-1949-4ee8-84ee-da1c8896cf6b · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Recurrent attentive zooming for joint crowd counting and precise localization
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b19a2b90-04d8-438c-954b-630b33bdd6c6 · outbound
Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback Zamir, Te-Lin Wu, Lin Sun, William B
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ddd7fc60-926a-4024-ae36-a7e25be86da6 · inbound
Iterate to Accelerate: A Unified Framework for Iterative Reasoning and Feedback Convergence Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.