Papers › AIR² for Interaction Prediction

AIR² for Interaction Prediction

16 Nov 2021arXiv:2111.08184archive 2025-07-28

David Wu, Yunnan Wu

The 2021 Waymo Interaction Prediction Challenge introduced a problem of predicting the future trajectories and confidences of two interacting agents jointly. We developed a solution that takes an anchored marginal motion prediction model with rasterization and augments it to model agent interaction. We do this by predicting the joint confidences using a rasterized image that highlights the ego agent and the interacting agent. Our solution operates on the cartesian product space of the anchors; hence the "²" in AIR². Our model achieved the highest mAP (the primary metric) on the leaderboard.

PaperPDFCodeCode Syntology ran

In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.

For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="2111.08184")

Code

Syntology Ran 0 of 13 code samples harvested from 1 repository linked to this paper; 13 have no recorded run.

By repository: official repository: 13 samples from 1 repository, 0 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.

david9dragon9/air officialmentioned in papertfApache-2.0 report

Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.

Code Syntology ran Syntology

13 samples harvested; 0 ran; 0 honoured the contract we drafted; 13 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

13unverified

Licence: 0 of the 13 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.

Harvested from david9dragon9/air. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.

Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.

build_tf_examples david9dragon9/air/DataPrep/generate_data.py official repository unverified Apache-2.0 (permissive) · b3ded012bf284cba · report
chunked_cluster david9dragon9/air/clustering.py official repository unverified Apache-2.0 (permissive) · b4ad70865a25d6ac · report
cluster david9dragon9/air/clustering.py official repository unverified Apache-2.0 (permissive) · b79faa5e5d306089 · report
compute_embeddings david9dragon9/air/DataPrep/rasterize.py official repository unverified Apache-2.0 (permissive) · b586ded296f05264 · report
get_cyclist_dataset david9dragon9/air/dataset.py official repository unverified Apache-2.0 (permissive) · 9c1a5d96149d2ec7 · report
get_dataset david9dragon9/air/dataset.py official repository unverified Apache-2.0 (permissive) · bb26ab6633379878 · report
get_trajectories david9dragon9/air/clustering.py official repository unverified Apache-2.0 (permissive) · bc819991b977eb3a · report
is_valid david9dragon9/air/dataset.py official repository unverified Apache-2.0 (permissive) · 6a8965350f3999b5 · report
rasterize david9dragon9/air/DataPrep/rasterize.py official repository unverified Apache-2.0 (permissive) · 889cf3abd490b81f · report
transform_matrix david9dragon9/air/utils.py official repository unverified Apache-2.0 (permissive) · f5d7f6fa96260344 · report
transform_points david9dragon9/air/utils.py official repository unverified Apache-2.0 (permissive) · 40756db9b6ed7d68 · report
truncate_predictions david9dragon9/air/utils.py official repository unverified Apache-2.0 (permissive) · a0bd0fb04728cac9 · report
v2_build_tf_example david9dragon9/air/DataPrep/generate_data.py official repository unverified Apache-2.0 (permissive) · 329b9c1441479944 · report

Tasks

Predictionmotion prediction

Results from the paper archive 2025-07-28

No leaderboard rows for this paper in the archive.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections