Paper Citation Record · LEDGER

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference

As of 21 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2504.16269.

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

pith.paper-citation-record.v1
2504.16269 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:15:38.038041Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact2
verified fuzzy10
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3121046-86bf-4293-be99-cd5f53378fed · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference BERT: Pre-training of deep bidirectional transformers for language understanding,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.377906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bfbb6682-018a-43a0-8cdd-faa249ba2126 · outbound

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

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.959940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ceca926-fa07-43fc-93f5-0d8e91576f6e · outbound

This paper cites Support for Stock Trend Prediction Using Transformers and Sentiment Analysis.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Support for Stock Trend Prediction Using Transformers and Sentiment Analysis

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:15:38.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9f2482bb-6b2f-400d-bc82-91a309800706 · outbound

This paper cites Progprompt: Generating situated robot task plans using large language models,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Progprompt: Generating situated robot task plans using large language models,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.967766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f71a144-c15a-45b4-bfcc-bea16f91836e · outbound

This paper cites Q8bert: Quantized 8bit bert,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Q8bert: Quantized 8bit bert,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.362613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0dfd2e6f-58b4-435d-86c5-a9f59e4b406f · outbound

This paper cites A fast post-training pruning framework for transform- ers,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference A fast post-training pruning framework for transform- ers,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.353408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eaddfda0-1b22-4abf-81e4-63346d23f220 · outbound

This paper cites Accelerating binarized convolutional neural networks with software-programmable fpgas,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Accelerating binarized convolutional neural networks with software-programmable fpgas,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.978935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92d271b3-89ed-4066-84e8-f1175177dbdf · outbound

This paper cites Fracbnn: Accurate and fpga-efficient binary neural networks with fractional activations,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Fracbnn: Accurate and fpga-efficient binary neural networks with fractional activations,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.982219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f03938b-9d07-4f74-816c-4fce777618c7 · outbound

This paper cites A two-stage efficient 3- d cnn framework for eeg based emotion recognition,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference A two-stage efficient 3- d cnn framework for eeg based emotion recognition,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.985542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60fc69be-d636-436d-ae2d-de62beb0ace5 · outbound

This paper cites Bnn an ideal architecture for acceleration with resistive in memory computation,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Bnn an ideal architecture for acceleration with resistive in memory computation,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.988793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2113dc6b-6d27-4bac-bb0b-f38d1daa2cbb · outbound

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

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference BinaryBERT: Pushing the Limit of BERT Quantization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.991950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7cec287-32b2-433b-a699-eb8a1a2a1c13 · outbound

This paper cites BiBERT: Accurate Fully Binarized BERT.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference BiBERT: Accurate Fully Binarized BERT

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:37.995525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a73db1a-3cda-4e81-aa8e-32dc808ef8fe · outbound

This paper cites BiT: Robustly binarized multi-distilled transformer,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference BiT: Robustly binarized multi-distilled transformer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.333369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 70ebbc43-6be7-4460-a8be-25a17ccc92d9 · outbound

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

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference TernaryBERT: Distillation-aware Ultra-low Bit BERT

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.001720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 826a9d68-6930-4150-a1ad-0b471a5210a8 · outbound

This paper cites Yodann: An architecture for ultralow power binary-weight cnn acceleration,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Yodann: An architecture for ultralow power binary-weight cnn acceleration,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.004880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 365f2947-c1e5-4f50-8915-734555fbb864 · outbound

This paper cites Xnorbin: A 95 top/s/w hardware accelerator for binary convolutional neural networks,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Xnorbin: A 95 top/s/w hardware accelerator for binary convolutional neural networks,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.317291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 273c91f7-8a77-4898-8249-178c2dd8d50d · outbound

This paper cites VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.010939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8395cc99-294e-4518-b907-0289579a650c · outbound

This paper cites BETA: Binarized Energy-Efficient Transformer Accelerator at the Edge.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference BETA: Binarized Energy-Efficient Transformer Accelerator at the Edge

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.015372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89c044c6-ed3c-4a9b-943d-6913fa8b07d2 · outbound

This paper cites Co-Designing Binarized Transformer and Hardware Accelerator for Efficient End-to-End Edge Deployment.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Co-Designing Binarized Transformer and Hardware Accelerator for Efficient End-to-End Edge Deployment

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:15:38.080532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a921cb94-cf50-407e-a30b-76e790374474 · outbound

This paper cites Flashattention: fast and memory-efficient exact attention with io-awareness,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Flashattention: fast and memory-efficient exact attention with io-awareness,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.307499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3d7437ad-84f9-45b5-859a-c1ad926f7749 · outbound

This paper cites GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T11:15:38.025118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84cb9c3a-e2ae-4f4e-8ae2-496a9ab9aec2 · outbound

This paper cites Hardware acceleration of fully quan- tized bert for efficient natural language processing,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Hardware acceleration of fully quan- tized bert for efficient natural language processing,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.297813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e48b0fa-b08b-4ddc-b8c7-60bd77d8993d · outbound

This paper cites Cosa:co-operative systolic arrays for multi-head attention mechanism in neural network using hybrid data reuse and fusion methodologies,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Cosa:co-operative systolic arrays for multi-head attention mechanism in neural network using hybrid data reuse and fusion methodologies,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.287644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bb22804f-3596-4e2c-81c3-6e838bd1dbe7 · outbound

This paper cites Transfru: Efficient deployment of transformers on fpga with full resource utilization,.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Transfru: Efficient deployment of transformers on fpga with full resource utilization,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.277052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d663d4ea-4b98-4c65-bfa4-5fad37c0a741 · outbound

This paper cites Hamming weight — wikipedia, the free encyclopedia.

COBRA: Algorithm-Architecture Co-optimized Binary Transformer Accelerator for Edge Inference Hamming weight — wikipedia, the free encyclopedia

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:15:38.267139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.