Pith. sign in

Paper Citation Record · LEDGER

A Survey of Early Exit Deep Neural Networks in NLP

As of 11 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 1 inbound Pith citation observation for arXiv:2501.07670.

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

pith.paper-citation-record.v1
2501.07670 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:40:46.401242Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T01:49:57.105358Z

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

71 of 71 outbound references displayed

  • verified exact6
  • verified fuzzy1
  • unresolved64
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8569da22-38aa-4071-8256-f2423566a68d · outbound

This paper cites online" 'onlinestring :=.

A Survey of Early Exit Deep Neural Networks in NLP online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.124828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.124828Z digest=sha256:47c63ff838f499897df12704dd235f2405e42ed17a7df63c9f9e14857639070c

Observation 65bf3244-c9ba-4414-8c15-eba13c29d0eb · outbound

This paper cites write newline.

A Survey of Early Exit Deep Neural Networks in NLP write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.129649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.129649Z digest=sha256:1b228df1978755b739e181cda90016b89d0caff962ae7e4068380bb5245ba60f

Observation 7d36ebf8-17b1-4c98-8887-38aee13752c6 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

A Survey of Early Exit Deep Neural Networks in NLP An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.136185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.136185Z digest=sha256:2c1902548b52e06a534005f3aa9eebeafbba3ff6ca7ea7b2ec80a57d32e56c01

Observation 98351e76-4b45-4ec3-b6db-2b9f88d4b689 · outbound

This paper cites BinaryBERT: Pushing the Limit of BERT Quantization.

A Survey of Early Exit Deep Neural Networks in NLP BinaryBERT: Pushing the Limit of BERT Quantization

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.140692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.140692Z digest=sha256:1081b878c40b3bb3c5a22889bbcda69e1b518f7a1a918ecd9db1b47592a169fc

Observation d3197e18-06c0-405c-a748-a5de51affcbc · outbound

This paper cites SplitEE: Early Exit in Deep Neural Networks with Split Computing.

A Survey of Early Exit Deep Neural Networks in NLP SplitEE: Early Exit in Deep Neural Networks with Split Computing

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.145371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.145371Z digest=sha256:db5580da8df49115cdf00634077039384a2e092cd9a4c30f0d0f2f20fd8244ea

Observation 66eb75ea-6995-4b90-bf71-4dfdb4b544ec · outbound

This paper cites CAPEEN: Image Captioning with Early Exits and Knowledge Distillation.

A Survey of Early Exit Deep Neural Networks in NLP CAPEEN: Image Captioning with Early Exits and Knowledge Distillation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.149808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.149808Z digest=sha256:a5f5f06520508cf8f4eab81504f4d8a48879ae2f722030a4e9152a61c8daa6b5

Observation 1cdb7ac1-9464-4483-8685-a5e226ae444b · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.133364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.154055Z digest=sha256:0485e627227ef5f4d4dd60e635840443ba1fa95e2e166f7a4a4316aff8de28b9

Observation 2ad2259b-f6aa-4a2e-a4f0-8d26cd114eb0 · outbound

This paper cites DAdEE: Unsupervised Domain Adaptation in Early Exit PLMs.

A Survey of Early Exit Deep Neural Networks in NLP DAdEE: Unsupervised Domain Adaptation in Early Exit PLMs

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.723934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.158039Z digest=sha256:765060af191b47c53a3298db8c65362a671e09efbe40ea23a791ac19a67eacb7

Observation 998cc106-657d-4234-8bcb-68e850c55ed4 · outbound

This paper cites I-SplitEE: Image classification in Split Computing DNNs with Early Exits.

A Survey of Early Exit Deep Neural Networks in NLP I-SplitEE: Image classification in Split Computing DNNs with Early Exits

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.709285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.162386Z digest=sha256:7229a0c7bb7ca79ff5f4823ce8b7622e46aae3660d5e3f6a6ddc4af6c8de8ccf

Observation 8aa0e950-c8a2-41e5-abe9-9f2c1bd5a4e8 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.122051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.166222Z digest=sha256:a28ca21e48b14942909f3644a52095f8b9d1526b6321ae77a31fa988be188f90

Observation 9732b43d-7004-40da-933a-3493a13af5b0 · outbound

This paper cites Controlling Computation versus Quality for Neural Sequence Models.

A Survey of Early Exit Deep Neural Networks in NLP Controlling Computation versus Quality for Neural Sequence Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.170003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.170003Z digest=sha256:ced22bcf1f12cc1c10638e2762035bb23f685b087ad9c78c7723a206d21914a8

Observation c82058d1-2568-4479-acbb-d76104c25aaf · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.110117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.174090Z digest=sha256:7c7d5624222cafa7cf55a32c10beadfbe04fbe2ab3523c2b12b8535fa3bfac63

Observation a7fb05f3-fa95-464c-bc96-206572b80a6b · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.098591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.177792Z digest=sha256:74dac0233ae7a560c8f9d997d369e1684737abbe7d859c779425f12de63d02ef

Observation 95372b1a-6e1c-4277-8f98-c5dc131c6940 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

A Survey of Early Exit Deep Neural Networks in NLP BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.181630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.181630Z digest=sha256:d7f615c9dbec61d43edbd5f1bfe0da042dfe46bc0040070c42317369d1c7fbb0

Observation 829eb60d-3992-4d66-9195-7bb6e8fc0855 · outbound

This paper cites Depth-Adaptive Transformer.

A Survey of Early Exit Deep Neural Networks in NLP Depth-Adaptive Transformer

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.185430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.185430Z digest=sha256:f3515c5afa8b89c7606c683a3cc20ab980a5e5e58b8aa10ab9c86520e8c7094d

Observation 98a0bae7-59f2-43f2-bc4a-6243a67ecee0 · outbound

This paper cites LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding.

A Survey of Early Exit Deep Neural Networks in NLP LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.189495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.189495Z digest=sha256:f94176c9acd514f4ad0e278122d68dcca2cca4625b39ecf6e1b7c5a3e4991b75

Observation ceaef5c6-74c2-46b4-a15d-bc232534057d · outbound

This paper cites Reducing Transformer Depth on Demand with Structured Dropout.

A Survey of Early Exit Deep Neural Networks in NLP Reducing Transformer Depth on Demand with Structured Dropout

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.193614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.193614Z digest=sha256:40fc8b208c5688f1c014cde3103af723bb2d19b3dc32930108e9e0e6ae3f524e

Observation cc12a7ed-d139-449b-8493-d692723205b4 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.087220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.197594Z digest=sha256:076b7f2935ebaf5dd7523a7a0279ebd983f5b03c6579524be068ffc14f5809de

Observation b63d0995-ad05-4e0a-b642-d3cb4f7687a4 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.201924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.201924Z digest=sha256:1847e33767109f5d3ab57da62082499ffc8c2cb1e3383aa496a9ae4c0c05c21d

Observation 5cce75d1-4bc0-41ed-9ce6-e3e36e54ec04 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.069178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.205789Z digest=sha256:e1635975b8528a4dd0d8374d2a6b5b7e38a8000218fdff69ce9c6972bcaa9e60

Observation abd980ef-c9c6-48d5-891b-986e5410b4d0 · outbound

This paper cites RomeBERT: Robust Training of Multi-Exit BERT.

A Survey of Early Exit Deep Neural Networks in NLP RomeBERT: Robust Training of Multi-Exit BERT

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.209792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.209792Z digest=sha256:0df457f00a5f34385114b2bf6db1b612b15ee4dff3c97300806721c1fa1ceee7

Observation 1b9b8903-5b56-48e9-8a49-fba4708cc5b2 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.057757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.214046Z digest=sha256:a3dbf87c2e1d0cb6d524f8c098328748e5d9efcf9120f3bff142e9f366687307

Observation 564c18b2-fb33-491c-b061-76eafee29198 · outbound

This paper cites Unsupervised Early Exit in DNNs with Multiple Exits.

A Survey of Early Exit Deep Neural Networks in NLP Unsupervised Early Exit in DNNs with Multiple Exits

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.218730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.218730Z digest=sha256:532b71c1bc76736813b0a1be9c4c8a79051fd1330939dcc1f4b85f17b64e63e1

Observation 33e980e8-434d-4c81-99e4-7dadab265923 · outbound

This paper cites COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism.

A Survey of Early Exit Deep Neural Networks in NLP COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.630132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.222800Z digest=sha256:68c0f50f1513496a7469033c416d20525f16046b32312dcdfc00bd73dfdd91f0

Observation 8d0b1f1e-71f4-4d21-999d-87cfffd4ad1e · outbound

This paper cites Multi-Scale Dense Networks for Resource Efficient Image Classification.

A Survey of Early Exit Deep Neural Networks in NLP Multi-Scale Dense Networks for Resource Efficient Image Classification

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.226898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.226898Z digest=sha256:7bacc567ee83b29833b39c472da3811107baefc1f4b2f97004f2cef6ec195ac7

Observation b13802df-a867-464b-8974-46043e2fad2d · outbound

This paper cites Fast yet Safe: Early-Exiting with Risk Control.

A Survey of Early Exit Deep Neural Networks in NLP Fast yet Safe: Early-Exiting with Risk Control

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.604193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.230946Z digest=sha256:ad1e244e34a2348d7048c113b2e89f560544fff3a0c1710728965feebd65a595

Observation 9746897c-c63f-4ffd-8254-5f3432c40354 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.235107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.235107Z digest=sha256:b175a85759e995305d661564c4cdb978222a6af55a747575dc63a5d7aacd7865

Observation 87036177-c3fc-40d2-a3a5-1c907edcaf3e · outbound

This paper cites TinyBERT: Distilling BERT for Natural Language Understanding.

A Survey of Early Exit Deep Neural Networks in NLP TinyBERT: Distilling BERT for Natural Language Understanding

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.238539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.238539Z digest=sha256:8ef5b71207e94281c7e77a027bbf17e9babe50ee03346a76283aed8321b3962c

Observation 7d0b86f3-93f2-435c-b17d-ce4575ab8fe5 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.040365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.242401Z digest=sha256:a3530e8d4a14dbc4b7528e60901d90aad2d83d3a66e3fcc8eff620d2910292c3

Observation fcaa64b6-499a-495d-a62e-d986de94dbcf · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.245885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.245885Z digest=sha256:aa77fb5b42d47f836c156804a14c13ce18db187876d448b423f573fc87e3e468

Observation ec7c5135-de78-43c2-83e9-edef188020b6 · outbound

This paper cites Selfxit: An unsupervised early exit mechanism for deep neural networks.

A Survey of Early Exit Deep Neural Networks in NLP Selfxit: An unsupervised early exit mechanism for deep neural networks

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:40:47.020915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.249482Z digest=sha256:ef68ccdddeba9d1d6f1fc452c96485674c86c04a0ffda5188500f57dff0da512

Observation 21565f64-42ae-489f-988d-b0dc35adfd1a · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:47.010027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.253158Z digest=sha256:093f9ff5949c1cc6b93909b486ab49a01ddda7adb89bcda9a7ed7a5d78b27d30

Observation 70bc3a97-6e18-493e-b1ba-199a92ce1054 · outbound

This paper cites ALBERT: A Lite BERT for Self-supervised Learning of Language Representations.

A Survey of Early Exit Deep Neural Networks in NLP ALBERT: A Lite BERT for Self-supervised Learning of Language Representations

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.256449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.256449Z digest=sha256:236b1c77c6bde2a88a991b30661326ffb2588b9d3a1bf9132aff801d1c2b91b0

Observation c4384193-fb88-4d49-9fd7-08651a076bdb · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.999485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.260038Z digest=sha256:8667f83cabba3b42be52bf5e02088bf792534b295ef59a80eb63355c0d86e4b7

Observation 64cc8364-d5c8-459f-aee7-9230d5625bc9 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.989296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.263754Z digest=sha256:6ab1750f581f3e7e317a989b6f716c43bad82e549fd7d187b14398401cec0b58

Observation c0c94623-e405-4bae-8732-50cbf7de794d · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.978238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.267366Z digest=sha256:0aa90979a9445e52b08786a18bf00159b81103e285ec08aa6aeba60fbeef4af8

Observation 44aa44e9-3aa9-4944-930f-43b1d8afea20 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.270834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.270834Z digest=sha256:f2f4f5b517faf6446a0f40e17c49916a9a8a0c16049709906b526e41a97b65dc

Observation 377a369e-9f64-441a-8f34-01bbf078469e · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.960474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.274571Z digest=sha256:1b94193d9c841fa9da65b519e2c2dc38686b7bdc2509c74e5c99ded858b9c7c0

Observation aa8c39f4-4821-4b31-a5e8-fa7a1e200b88 · outbound

This paper cites FastBERT: a Self-distilling BERT with Adaptive Inference Time.

A Survey of Early Exit Deep Neural Networks in NLP FastBERT: a Self-distilling BERT with Adaptive Inference Time

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.278139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.278139Z digest=sha256:25a1cc7fec84f8633b6129d08802adb19c1e5908c4da8b868e4baaa5586b3a01

Observation 4ad9aa09-2a99-42cb-9080-e43f0b76fae1 · outbound

This paper cites Towards Efficient NLP: A Standard Evaluation and A Strong Baseline.

A Survey of Early Exit Deep Neural Networks in NLP Towards Efficient NLP: A Standard Evaluation and A Strong Baseline

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.282150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.282150Z digest=sha256:fd7cab73e84a07535bfe69393398d0460bc97cc1665792de8e096681750d9a95

Observation 962afc2d-6f80-487c-9cd8-3bddfecd7dce · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.949379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.286009Z digest=sha256:75cc6a1f6f1b0f155f4824c9bdeccc15d18cb861210571f474adb6df264b9491

Observation 643ba43f-04df-48d0-b5e1-3103ce0d0e3e · outbound

This paper cites An Efficient Inference Framework for Early-exit Large Language Models.

A Survey of Early Exit Deep Neural Networks in NLP An Efficient Inference Framework for Early-exit Large Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.289589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.289589Z digest=sha256:a75c3e512b86a76740a899a083fd1a7fd5e1ed66adf32ebc069124b35b9c1dea

Observation b0438dd4-2ddf-48a9-b670-586016a5d784 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.294355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.294355Z digest=sha256:6768827929f6f7eaf70c0eba5baa1c8f1b7c7d62ae609c9314ebc49770e49298

Observation b4dd3de2-b4bc-487f-9950-ed088de5266f · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.931535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.298050Z digest=sha256:a366e0a5029089a14947a4bb53203a7e2a496eb8bfa9368137ed5e6e83f28b29

Observation a3e76d8a-ec62-45ae-93e6-459f8e927fff · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.301809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.301809Z digest=sha256:7f65652ffebe8edec21e0d544010e6214f46ab5ec4b2816fc6fbdf80790d68f2

Observation 4e646685-6ce2-434c-88dc-0d3dbc30f1fd · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.305710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.305710Z digest=sha256:6e84bbeff0ff6426675d217d8f532976ecc7a07353dd7721b62691ceea95dc89

Observation 434abdf9-2ca1-4feb-91a6-21eaf17041c3 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.906119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.309380Z digest=sha256:98a69ebf9c7e7d7f41f42160e9aa61f3baf4a2a3ecb9679d70bc47283bdf750d

Observation 3538a7aa-b07e-4cba-b8ed-0c1d6ae58492 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

A Survey of Early Exit Deep Neural Networks in NLP DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.313146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.313146Z digest=sha256:8f8e84c5a2f3bd7f9d6543b9121f3cfb781dc7feb923005e18744d57d864fb0d

Observation 095a79ce-6908-4a9e-9bc6-c0255703a486 · outbound

This paper cites A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation.

A Survey of Early Exit Deep Neural Networks in NLP A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.317957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.317957Z digest=sha256:f180d1eed5faa502ec5af1364fec145f49d00d083e4c23aaf3df436cec83b24e

Observation c81c32a7-f604-4e4f-a824-d32db81c693b · outbound

This paper cites Early Exiting with Ensemble Internal Classifiers.

A Survey of Early Exit Deep Neural Networks in NLP Early Exiting with Ensemble Internal Classifiers

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.322221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.322221Z digest=sha256:5eeab2557763b1895d85f657585ae5e8231a5dc8c1cabd8ff429b794b605dd99

Observation f8e46232-3a4f-4353-accd-d00dbc6e6fb8 · outbound

This paper cites DEED: Dynamic Early Exit on Decoder for Accelerating Encoder-Decoder Transformer Models.

A Survey of Early Exit Deep Neural Networks in NLP DEED: Dynamic Early Exit on Decoder for Accelerating Encoder-Decoder Transformer Models

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.517277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.326382Z digest=sha256:c9e3fd8d6723f37db71acd0a06597067613ad2ef26e3af4292fb74f54f22f998

Observation d85a88c3-36e5-4230-983b-a737b4099f4c · outbound

This paper cites AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation.

A Survey of Early Exit Deep Neural Networks in NLP AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.330261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.330261Z digest=sha256:c41de30a803dc611ee8e5a54b0b5badba4a4e084e6f80c7654fec5804c279f42

Observation 0f8dff5c-be70-4200-9b00-7609adcb2f48 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.893958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.334401Z digest=sha256:144157063d02136762c3c12b1dc6a64d4cf44e6b5f1193bc7e1f505de98e6939

Observation 57db61d5-6ea3-4359-8d12-d77795f209c6 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.338221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.338221Z digest=sha256:dd06586c600779af6df7f6365fe1a3b67dec75c11f757a7f4d0d9322cea97f18

Observation bc461c5f-8af1-4176-8feb-07d048b558f0 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.876386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.341740Z digest=sha256:090b2675214ccea2ba2760101c9b31b95a034c47cb7d17c3d78145489a7ad460

Observation c8d2adb5-ae52-46b5-8f8d-97f8fc3efffb · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

A Survey of Early Exit Deep Neural Networks in NLP LLaMA: Open and Efficient Foundation Language Models

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.345479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.345479Z digest=sha256:2b5c80dbced6922df2e1e72a1c87f868faeba42c1d5a8b2f01ee63e8e8b7403b

Observation b603b61c-07c2-4cbd-8a3c-78be3724bb0f · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.864755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.348827Z digest=sha256:ff32d383ff4998309cda81d27edcf2c6041f71bd46d868f68ef54f5d76eee84a

Observation d04b6133-e3ea-4dd4-8c50-dda2adf48ae4 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.352313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.352313Z digest=sha256:ee1d419fc88c1be118b10d096a1fbedd101ffad3f8cee35035c36f1ba3955eaf

Observation e5d64cce-d1f3-481e-a1df-ec48e2ef269d · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.847407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.355962Z digest=sha256:214cf349c6305e1a17c0270b5dede9200e80393f005bef9a5f755b5562e11fb8

Observation 22773d6d-191c-4185-810d-1598b61bebee · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.359167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.359167Z digest=sha256:b69c2b6c3442db2199866deaf15a0ceb72a92a08facb8cc87ab8bf5473edfec6

Observation 53f9176e-7ae3-47b5-9708-333cd23659ef · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.830660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.362794Z digest=sha256:c80c52583ee47c4d3683fd56421118782d1d2683812f399af683d6e0f25eb528

Observation 1ee2e5e1-98ca-4a0f-a160-a79b445decd4 · outbound

This paper cites DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference.

A Survey of Early Exit Deep Neural Networks in NLP DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.366418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.366418Z digest=sha256:b4bf2085732a5f06707bd7cea94e8108a7d06d53043afe468221a60704abfe86

Observation b670a625-9914-4934-81d7-8aadec583db5 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.817932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.370071Z digest=sha256:af7b3e1f20bf7d6998e5453ab17079fbacbcb2d9cf1d927423c2618086d52f9f

Observation 6d05c488-4e55-4e13-ae67-c826bc121554 · outbound

This paper cites A Survey on Dynamic Neural Networks for Natural Language Processing.

A Survey of Early Exit Deep Neural Networks in NLP A Survey on Dynamic Neural Networks for Natural Language Processing

Reference 64

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:40:46.466945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.373492Z digest=sha256:8a248aa9ef7857db8fe5efd0f56f44d2d6c20a2bbe468245432a38ec262d0aad

Observation 420820c9-2f43-4357-8064-0807d6987c15 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.377205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.377205Z digest=sha256:cc3467fd06db19fcb5f30178221b3a9bd8110575e3273483f1d65e7a415d5107

Observation 391f8be7-67b5-437c-9e97-5b1bb0363d1f · outbound

This paper cites Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding.

A Survey of Early Exit Deep Neural Networks in NLP Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.380797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.380797Z digest=sha256:8ea98df6b87a938f8a166848393633d9b4e2c468f8d0817ffb541bfc853ea475

Observation 8f1e27d3-cec5-4bed-95c9-6cb8f65752c2 · outbound

This paper cites TernaryBERT: Distillation-aware Ultra-low Bit BERT.

A Survey of Early Exit Deep Neural Networks in NLP TernaryBERT: Distillation-aware Ultra-low Bit BERT

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.384659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.384659Z digest=sha256:61cddd61f372139c7b89a0bc99564a01d32728cac17932c6d8bcec8daca8ce6a

Observation 008776e3-1d70-4ea0-919f-9f10bf503d33 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.797932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.390402Z digest=sha256:de374cd147d600f904faf8fb6d21c27070dc4071bd10b97c1506697dd68eb808

Observation f92cb5a0-b4a9-440e-9410-95b52627f32a · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.394040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.394040Z digest=sha256:ba5f5e7ef7209b79502fde0df61b314110aac11f15f5848ca26d6d64a0b485cf

Observation 15717e65-310e-4567-a10f-d16e0ab97fc3 · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:40:46.782285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-08-10T20:40:46.397438Z digest=sha256:8e637c841bb24ab2b649fa1ef71769f5ab71098b16341b98d975681bc793f6d4

Observation 1b85821a-3649-4d3d-a27a-4c9cf0ced32b · outbound

This paper cites an unresolved cited work.

A Survey of Early Exit Deep Neural Networks in NLP Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-10T20:40:46.401242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:40:46.401242Z digest=sha256:781f141c92834309e11aacecee69d28c64b0e89958b7bdeed6bf576f16bd3de8

Pith citing papers

Observation 9af41f93-e68f-4d34-8c70-3b83e079b032 · inbound

Looped World Models cites this paper.

Looped World Models A Survey of Early Exit Deep Neural Networks in NLP

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-06-27T01:50:21.210673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-27T01:49:57.105358Z digest=sha256:6ad0272019f2f944be21732bd069e5feaad875dac358dc51e7a9dbe9c160e21c