Pith. sign in

Paper Citation Record · LEDGER

Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 29 inbound Pith citation observations for arXiv:2204.02937.

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

pith.paper-citation-record.v1
2204.02937 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 29 of 29 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:54:02.192714Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

32
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f1c465ca-ab61-4d0d-9425-23d895346967 · inbound

Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models cites this paper.

Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-13T13:15:10.709470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-13T13:15:10.632115Z digest=sha256:88bee281356481d134141f36d8613f43526193f047d275ba2474aae3f6aaa219

Observation 23ab48c7-176a-445c-9836-9d27debf7a05 · inbound

Enhancing generalization in high energy physics using white-box adversarial attacks cites this paper.

Enhancing generalization in high energy physics using white-box adversarial attacks Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T20:54:02.192714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:54:02.192714Z digest=sha256:8c5432289c01831567ea28043df94697be999e604d3ff9a2df7be3bc3374e4cc

Observation f92d6438-122e-4f8f-b406-8dfb3069aa51 · inbound

MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations cites this paper.

MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-12T19:30:14.639422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:30:14.639422Z digest=sha256:e65713eb507f34d3e7135cd41e73e6add22e92be16dda00fb5e9100d1344ccac

Observation cf1017bb-498b-44c7-b485-a88b8db26fe0 · inbound

Scalable Out-of-distribution Robustness in the Presence of Unobserved Confounders cites this paper.

Scalable Out-of-distribution Robustness in the Presence of Unobserved Confounders Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T05:56:45.100318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T05:56:45.100318Z digest=sha256:08e3b8c4a5c2e9e8ed64e7cd2b1c36b0557b6419594e0b58856599f07b7b4b55

Observation c2b66c25-6a18-4f09-a5aa-4bec850fa1b4 · inbound

Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation cites this paper.

Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-11T20:53:24.758883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:53:24.758883Z digest=sha256:8211e8acd97bab8a616c698ec5bb7954316350f3a3931e2534d93bd3c31ebcf8

Observation b4f5ab44-9e96-4ea5-9080-2f4326199bb0 · inbound

The Pitfalls of Memorization: When Memorization Hurts Generalization cites this paper.

The Pitfalls of Memorization: When Memorization Hurts Generalization Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T18:45:41.035296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T18:45:41.035296Z digest=sha256:22bba9f8f0ff117ee562a26f97b8a60f1be1faa4148a9bc5b0a6ba4b05b070e5

Observation 7aed36d4-1da1-4b03-9ef5-9f8da8d6f248 · inbound

Re-evaluating Group Robustness via Adaptive Class-Specific Scaling cites this paper.

Re-evaluating Group Robustness via Adaptive Class-Specific Scaling Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T11:47:53.017377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:47:53.017377Z digest=sha256:f41555bede8fc72ceb7ece283553354f8472f246a1342a9c9a5e51919c57612a

Observation 64b51488-873b-4560-a34a-6b21a8816b4d · inbound

Focusing Image Generation to Mitigate Spurious Correlations cites this paper.

Focusing Image Generation to Mitigate Spurious Correlations Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T00:39:10.779857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:39:10.779857Z digest=sha256:6e78d2ea0065208838500f0ff0f38c788da540ae5a27ac4015df425f766f529c

Observation 8690773f-260d-4e6d-bec8-54390540ef19 · inbound

Weight Averaging for Out-of-Distribution Generalization and Few-Shot Domain Adaptation cites this paper.

Weight Averaging for Out-of-Distribution Generalization and Few-Shot Domain Adaptation Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-10T20:35:38.385672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:35:38.385672Z digest=sha256:8fa6eed8bfcede15863f23d8a35ebb5d60a252a39ef53aae02c9803131558808

Observation d728828d-7b82-47ae-80ac-8fa967289515 · inbound

Subgroups Matter for Robust Bias Mitigation cites this paper.

Subgroups Matter for Robust Bias Mitigation Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T13:42:11.645412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:42:11.645412Z digest=sha256:3015816002b92e92198b1de9f9ec4ef4b868b1fff306115459a5dc6ee403f1c2

Observation 5c1d5ddb-ffef-4e49-ba23-e22ea4c991ac · inbound

Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies cites this paper.

Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-07T13:05:26.416008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:05:26.416008Z digest=sha256:b82f4377ee1f4a97e4d96ac44258bdb1e21f04d47dc4c2ff7d09b0d51b3915f8

Observation f92f44b3-f51a-4f17-b430-c699c9f4178f · inbound

Deontological Keyword Bias: The Impact of Modal Expressions on Normative Judgments of Language Models cites this paper.

Deontological Keyword Bias: The Impact of Modal Expressions on Normative Judgments of Language Models Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T12:02:59.251546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:02:59.251546Z digest=sha256:d3151d337a04ee9565b2f30fa2169a161d4b8ec0eabee1635c417bf41bca3b5f

Observation 23084aa8-cc08-4ac3-870c-40ca2241d5f6 · inbound

Learning Causality for Modern Machine Learning cites this paper.

Learning Causality for Modern Machine Learning Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T01:03:49.459304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:03:49.459304Z digest=sha256:1ebc7cd45879373547192277676aa9f8d3e37435598c97ef04badd86a3770265

Observation 9252e468-db99-46b5-8987-34649c7989e2 · inbound

Machine Learning from Explanations cites this paper.

Machine Learning from Explanations Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T19:45:34.536670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:45:34.536670Z digest=sha256:2ab44e98be1fe08ab5dd9dd8099859bc934c3585f25ccba11327fe32d6c0914d

Observation 978a034f-fdfb-47d4-980d-96a225912dde · inbound

Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation cites this paper.

Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T13:47:59.430756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:47:59.430756Z digest=sha256:417e70299f0aa1979cd47e829e58e36e1fb8f36c3d694a9a8b81463ae3358387

Observation 50253efa-ba7d-4bab-8dad-bb8e200e535c · inbound

AIM: Amending Inherent Interpretability via Self-Supervised Masking cites this paper.

AIM: Amending Inherent Interpretability via Self-Supervised Masking Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 132

Resolution
unresolved
no resolver link, observed 2026-08-05T19:54:24.932254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:54:24.932254Z digest=sha256:c7c2728bf09349500b94589a225e5aae61e11e91116d3bea7fa4324818c93621

Observation ea89e0f6-672e-4fd9-9bf9-ef3763144903 · inbound

Token-Based Detection of Spurious Correlations in Vision Transformers cites this paper.

Token-Based Detection of Spurious Correlations in Vision Transformers Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T10:31:37.280179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:31:37.280179Z digest=sha256:262670ecb76952ffc8522d05cb672bc2a42024960dd63e460c25acff9301250a

Observation 80dd127e-5d62-4434-8a66-b38623541b61 · inbound

Spatially Grounded Concept-Based Image Classification cites this paper.

Spatially Grounded Concept-Based Image Classification Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T11:32:49.140410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:32:49.140410Z digest=sha256:6e7d4eaf843deaf81ba1ac802554ce4b63d11348e03f9fa6561c7fa62855cc5f

Observation 047898dd-508b-4009-980c-3c8219aceff3 · inbound

Mitigating Shortcut Learning via Feature Disentanglement in Medical Imaging: A Benchmark Study cites this paper.

Mitigating Shortcut Learning via Feature Disentanglement in Medical Imaging: A Benchmark Study Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-15T22:00:21.501651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-15T21:57:43.357044Z digest=sha256:b20e85b58895cb1ab720cac10da8ac68d286c3ef6838cad717701ba01aab0466

Observation 8527145e-ce84-454f-b75e-9958f5e16828 · inbound

Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs cites this paper.

Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-13T07:27:29.731462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-13T07:26:02.947081Z digest=sha256:252c06da516ff9dc762335453f88e9372f3d2430aa2ff2c6ecd23c9da10936af

Observation 1a02dbed-b623-4f34-bafd-646bdd0cc3af · inbound

Spurious Correlation Learning in Preference Optimization: Mechanisms, Consequences, and Mitigation via Tie Training cites this paper.

Spurious Correlation Learning in Preference Optimization: Mechanisms, Consequences, and Mitigation via Tie Training Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T06:32:24.300764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-13T06:30:51.812541Z digest=sha256:127de096aac66d8893d41d20b083c0faf9e2657a11abfdb59dd9ef3816ce06e4

Observation 2a2745b6-497b-464a-ae5d-5cd79e01c086 · inbound

DeconDTN-Toolkit: A Library for Evaluation and Enhancement of Robustness to Provenance Shift cites this paper.

DeconDTN-Toolkit: A Library for Evaluation and Enhancement of Robustness to Provenance Shift Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-13T02:17:05.837072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-13T02:12:54.796350Z digest=sha256:ed7567b6c403a05f814535c76de47df534c9ac41667bc069600cf2839bb593ff

Observation ffa607d5-0824-420b-9e53-3e3433d83300 · inbound

Benchmarking and Improving Monitors for Out-Of-Distribution Alignment Failure in LLMs cites this paper.

Benchmarking and Improving Monitors for Out-Of-Distribution Alignment Failure in LLMs Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-22T09:41:21.333676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-22T09:38:04.387777Z digest=sha256:304fc2940fe5fbf502576f5efe770456ea12e5a7b3c6be7536b03931453bf657

Observation b8917efa-e05b-4035-a824-ff43f00e9953 · inbound

Mitigating Spurious Correlations with Memorization-Guided Dataset De-Biasing cites this paper.

Mitigating Spurious Correlations with Memorization-Guided Dataset De-Biasing Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:06:16.508156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T15:46:49.474351Z digest=sha256:0c27424569bc4447a53330d71fb60404b4aa360ccdae5645ea9b12cbb43dcf88

Observation 467a51d2-3304-4194-98a2-cf2fd1e92bdf · inbound

$A^2$: Smaller Self-Supervised ViTs Localize Better than Larger Ones cites this paper.

$A^2$: Smaller Self-Supervised ViTs Localize Better than Larger Ones Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:06:26.770696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-28T11:14:47.182429Z digest=sha256:a4097d9af5bdd4e017c05e42f4324b7115dbd11dd7fb756ea41e64ad278329e2

Observation f53c58ae-a16c-46d4-aeff-f43ad3865b0d · inbound

Fair Cognitive Impairment Detection Through Unlearning cites this paper.

Fair Cognitive Impairment Detection Through Unlearning Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:39:03.321924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-26T22:02:22.551551Z digest=sha256:f7ecb707126d313fbe80aa6d5a62e6f4d0eefdc0ad871c28690fe033ee1ecf04

Observation 9975868f-b9c7-4283-8970-0a4e4afcb43e · inbound

Dual-Branch Cross-Projection Debiasing through Diffusion-based Disentanglement cites this paper.

Dual-Branch Cross-Projection Debiasing through Diffusion-based Disentanglement Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-04T15:59:57.158049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-26T01:06:54.997176Z digest=sha256:3f3d432e4fcfa7d3ab1e085d6d8cd6c25ad7ab4c801f224a0a655e0a65d631fe

Observation b0044132-bc23-4deb-a5fd-c702af519742 · inbound

Beyond Metadata: CAPRA for Hidden Subgroup Analysis under Missing Metadata in Medical Imaging cites this paper.

Beyond Metadata: CAPRA for Hidden Subgroup Analysis under Missing Metadata in Medical Imaging Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-13T05:24:57.033007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T05:24:57.033007Z digest=sha256:ed28a03f64c2efed82658c2b63c158fff3866447f31896d2d6008d8977ea996d

Observation fba6afec-f057-4d1f-a089-a0f1e2f49260 · inbound

Adapting Vision Foundation Models with Cascaded Semantics cites this paper.

Adapting Vision Foundation Models with Cascaded Semantics Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T14:03:48.840262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T14:03:48.840262Z digest=sha256:26d8c0b083a815bc7201a6884ffe4b7d26176459145998fc3c3b15e91f18173b