Paper Citation Record · LEDGER

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 3 inbound Pith citation observations for arXiv:2607.13612.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.13612 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T04:49:20.479775Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:44:56.967268Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c73efe95-515d-4933-86b9-41d76bea0659 · outbound

This paper cites horizon tax.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models horizon tax

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.231104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cd0ae2a-4005-4d43-aae4-74cad7a3080e · outbound

This paper cites an unresolved cited work.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.295772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ed04de-fd36-4ecb-badc-af735fcdb533 · outbound

This paper cites LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.324767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 641574a8-996b-4a06-9ea9-37a542f01e2e · outbound

This paper cites Gaussian embeddings: How JEPAs secretly learn your data density.arXiv preprint arXiv:2510.05949,.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Gaussian embeddings: How JEPAs secretly learn your data density.arXiv preprint arXiv:2510.05949,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.397484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c80f61f-79b9-4265-928b-d949e47066a3 · outbound

This paper cites Var-JEPA: A variational formulation of the joint-embedding predictive architecture – bridging predictive and generative self-supervised learning.arXiv preprint arXiv:2603.20111,.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Var-JEPA: A variational formulation of the joint-embedding predictive architecture – bridging predictive and generative self-supervised learning.arXiv preprint arXiv:2603.20111,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.574671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cbead87-8bb3-41a7-a33f-9af558c48ae3 · outbound

This paper cites Stable Deep Reinforcement Learning via Isotropic Gaussian Representations.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Stable Deep Reinforcement Learning via Isotropic Gaussian Representations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.953195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b6148d-79eb-4570-a931-bfc880a8d475 · outbound

This paper cites an unresolved cited work.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.038254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ab88c95-6dbf-4747-bf80-60321ccfb3b6 · outbound

This paper cites What Drives Success in Physical Planning with Joint-Embedding Predictive World Models?.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models What Drives Success in Physical Planning with Joint-Embedding Predictive World Models?

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.087180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e3fe69d-1ee1-4893-bea5-b3294ee014d3 · outbound

This paper cites The lean mathematical library.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models The lean mathematical library

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.130992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 975ff6ff-8ddb-41b7-925b-d00208c49ea3 · outbound

This paper cites exact free energy.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models exact free energy

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-08-02T04:49:20.357465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51dde29-620f-40cb-b69a-f333ff97c5a9 · outbound

This paper cites an unresolved cited work.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.427425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddcb9af0-8411-41c7-be27-ce7632f6d44c · outbound

This paper cites an unresolved cited work.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.479775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24fda7fd-be2b-418a-baf6-758134a50951 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models Representation Learning with Contrastive Predictive Coding

Reference 2000

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:20.185734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c11de667-f0c0-4929-91b8-855ae9d681c3 · outbound

This paper cites PWM: Policy Learning with Multi-Task World Models.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models PWM: Policy Learning with Multi-Task World Models

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.477323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c40128e-59de-4ee2-be8b-4d67c8418d62 · outbound

This paper cites VJEPA: Variational joint embedding predictive architectures as probabilistic world models.arXiv preprint arXiv:2601.14354,.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models VJEPA: Variational joint embedding predictive architectures as probabilistic world models.arXiv preprint arXiv:2601.14354,

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.656630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762833a7-9d33-4156-b7a6-5a206f8aee55 · outbound

This paper cites V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.187666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 100d5535-07c4-47d3-8b23-3215617aead8 · outbound

This paper cites The Free Energy Principle for Perception and Action: A Deep Learning Perspective.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models The Free Energy Principle for Perception and Action: A Deep Learning Perspective

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.888495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cad138b3-e88b-44a9-b2aa-ea83c3fb0783 · outbound

This paper cites LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.833770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c6ed15a-bde0-4392-919c-52ea94d10863 · outbound

This paper cites TD- JEPA: Latent-predictive representations for zero-shot reinforcement learning.arXiv preprint arXiv:2510.00739,.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models TD- JEPA: Latent-predictive representations for zero-shot reinforcement learning.arXiv preprint arXiv:2510.00739,

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.243669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526c40f4-1bc1-4617-8e91-85639f6f1d14 · outbound

This paper cites When Does LeJEPA Learn a World Model?.

The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models When Does LeJEPA Learn a World Model?

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T04:49:19.755260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 0182a819-e1db-42fa-b7bc-fb7ebd5fbee3 · inbound

What Can Latent World Models Know? Physical Parameter Identifiability in Multimodal Predictive Representations cites this paper.

What Can Latent World Models Know? Physical Parameter Identifiability in Multimodal Predictive Representations The SIGReg Objective as Variational Free Energy: A Theoretical Active-Inference Account of JEPA World Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-30T13:44:14.852764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e28256-f193-4bb9-8054-a2bacf1bb0bb · inbound

What Can Latent World Models Know? Physical Parameter Identifiability in Multimodal Predictive Representations cites this paper.

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T10:17:34.847258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 898e5394-f0a7-4168-ba13-9bc25cfc5d31 · inbound

What Can Latent World Models Know? Physical Parameter Identifiability in Multimodal Predictive Representations cites this paper.

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T01:44:56.967268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.