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zzk231Ms1Ih | A Theory of Tournament Representations | Real-world tournaments are almost always intransitive. Recent works have noted that parametric models which assume $d$ dimensional node representations can effectively model intransitive tournaments. However, nothing is known about the structure of the class of tournaments that arise out of any fixed $d$ dimensional r... | Published as a conference paper at ICLR 2022
A THEORY OF TOURNAMENT REPRESENTATIONS
Arun Rajkumar
Indian Institute of Technology
RBCDSAI, IITM
Abdul Bakey Mir
Indian Institute of Technology
Vishnu Veerathu
Cohesity Inc
ABSTRACT
Real world tournaments are almost always intransitive. Recent works have noted
that parametr... | Arun Rajkumar, Vishnu Veerathu, Abdul Bakey Mir | Accept (Poster) | 2,022 | {"id": "zzk231Ms1Ih", "original": "_vWu7gLdTrwb", "cdate": 1632875730339, "pdate": 1643407560000, "odate": 1633539600000, "mdate": null, "tcdate": 1632875730339, "tmdate": 1676330471169, "ddate": null, "number": 4095, "content": {"title": "A Theory of Tournament Representations", "authorids": ["~Arun_Rajkumar4", "~Vish... | [Main Review]:
I think this paper has a solid theoretical foundation of an interesting problem on tournaments.
My main concern is if this conference is the right venue since I fail to see the connection to "learning." The authors briefly address applications in Section 7.2, but I think this section should be expanded.... | ICLR.cc/2022/Conference/Paper4095/Reviewer_MMVk | null | 4 | {"id": "pUE59TP-ax", "original": null, "cdate": 1635978344716, "pdate": null, "odate": null, "mdate": null, "tcdate": 1635978344716, "tmdate": 1635978344716, "ddate": null, "number": 4, "content": {"summary_of_the_paper": "A tournament is made by choosing a direction for each of the edges in a complete graph. A tournam... | {
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} | 1.888889 | 1.63637 | 0.252519 | 1.896583 | 0.180045 | 0.007695 | 0.222222 | 0.111111 | 0.111111 | 0.111111 | 0.111111 | 0.666667 | 0 | 0.555556 | {
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"suggestion_and_solution": 0.5555555... | 1.888889 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zzk231Ms1Ih | A Theory of Tournament Representations | Real-world tournaments are almost always intransitive. Recent works have noted that parametric models which assume $d$ dimensional node representations can effectively model intransitive tournaments. However, nothing is known about the structure of the class of tournaments that arise out of any fixed $d$ dimensional r... | Published as a conference paper at ICLR 2022
A THEORY OF TOURNAMENT REPRESENTATIONS
Arun Rajkumar
Indian Institute of Technology
RBCDSAI, IITM
Abdul Bakey Mir
Indian Institute of Technology
Vishnu Veerathu
Cohesity Inc
ABSTRACT
Real world tournaments are almost always intransitive. Recent works have noted
that parametr... | Arun Rajkumar, Vishnu Veerathu, Abdul Bakey Mir | Accept (Poster) | 2,022 | {"id": "zzk231Ms1Ih", "original": "_vWu7gLdTrwb", "cdate": 1632875730339, "pdate": 1643407560000, "odate": 1633539600000, "mdate": null, "tcdate": 1632875730339, "tmdate": 1676330471169, "ddate": null, "number": 4095, "content": {"title": "A Theory of Tournament Representations", "authorids": ["~Arun_Rajkumar4", "~Vish... | [Main Review]:
Tournaments are important tools in sports modeling, social preference, etc. A tournament on n nodes is the complete directed graph where every pair of nodes has a directed edge pointing from one vertex to the other. One can represent a tournament as the sign matrix of a rank d matrix. In this work, the a... | ICLR.cc/2022/Conference/Paper4095/Reviewer_AhwX | null | 3 | {"id": "mvJh08SL8ke", "original": null, "cdate": 1635890975327, "pdate": null, "odate": null, "mdate": null, "tcdate": 1635890975327, "tmdate": 1635890975327, "ddate": null, "number": 2, "content": {"summary_of_the_paper": "This paper provides fundamental theories of tournament representations. The authors study two ma... | {
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"total": 19
} | 1.157895 | 0.589727 | 0.568167 | 1.175681 | 0.207894 | 0.017787 | 0.157895 | 0.052632 | 0.105263 | 0.263158 | 0.105263 | 0.105263 | 0.157895 | 0.210526 | {
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"results_and_discussion": 0.15789473684210525,
"suggestion_a... | 1.157895 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zzk231Ms1Ih | A Theory of Tournament Representations | "Real-world tournaments are almost always intransitive. Recent works have noted that parametric mode(...TRUNCATED) | "Published as a conference paper at ICLR 2022\nA THEORY OF TOURNAMENT REPRESENTATIONS\nArun Rajkumar(...TRUNCATED) | Arun Rajkumar, Vishnu Veerathu, Abdul Bakey Mir | Accept (Poster) | 2,022 | "{\"id\": \"zzk231Ms1Ih\", \"original\": \"_vWu7gLdTrwb\", \"cdate\": 1632875730339, \"pdate\": 1643(...TRUNCATED) | "[Main Review]:\nStrengths:\n- the paper introduces a novel theory of tournament representations, le(...TRUNCATED) | ICLR.cc/2022/Conference/Paper4095/Reviewer_YSHR | null | 4 | "{\"id\": \"TvyIJI1TlM-\", \"original\": null, \"cdate\": 1635864589972, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":2,"example":0,"importance_and_relevance":1,"materials_and_methods":0,"praise":0,"presen(...TRUNCATED) | 1.6 | 0.589924 | 1.010076 | 1.612317 | 0.202789 | 0.012317 | 0.4 | 0 | 0.2 | 0 | 0 | 0.6 | 0 | 0.4 | {"criticism":0.4,"example":0.0,"importance_and_relevance":0.2,"materials_and_methods":0.0,"praise":0(...TRUNCATED) | 1.6 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zzk231Ms1Ih | A Theory of Tournament Representations | "Real-world tournaments are almost always intransitive. Recent works have noted that parametric mode(...TRUNCATED) | "Published as a conference paper at ICLR 2022\nA THEORY OF TOURNAMENT REPRESENTATIONS\nArun Rajkumar(...TRUNCATED) | Arun Rajkumar, Vishnu Veerathu, Abdul Bakey Mir | Accept (Poster) | 2,022 | "{\"id\": \"zzk231Ms1Ih\", \"original\": \"_vWu7gLdTrwb\", \"cdate\": 1632875730339, \"pdate\": 1643(...TRUNCATED) | "[Main Review]:\nThe goal of connecting dimensional characterization and structural characterization(...TRUNCATED) | ICLR.cc/2022/Conference/Paper4095/Reviewer_UVYb | null | 3 | "{\"id\": \"C9NhLV0gKlP\", \"original\": null, \"cdate\": 1635972587363, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":4,"example":1,"importance_and_relevance":2,"materials_and_methods":2,"praise":4,"presen(...TRUNCATED) | 2.1 | 1.957958 | 0.142042 | 2.111869 | 0.158905 | 0.011869 | 0.4 | 0.1 | 0.2 | 0.2 | 0.4 | 0.5 | 0.2 | 0.1 | {"criticism":0.4,"example":0.1,"importance_and_relevance":0.2,"materials_and_methods":0.2,"praise":0(...TRUNCATED) | 2.1 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zyrhwrd9EYs | To Impute or Not To Impute? Missing Data in Treatment Effect Estimation | "Missing data is a systemic problem in practical scenarios that causes noise and bias when estimatin(...TRUNCATED) | "Under review as a conference paper at ICLR 2022\nTO IMPUTE OR NOT TO IMPUTE ? M ISSING DATA IN\nTRE(...TRUNCATED) | Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela van der Schaar | Reject | 2,022 | "{\"id\": \"zyrhwrd9EYs\", \"original\": \"VHkY-hTHhg\", \"cdate\": 1632875675785, \"pdate\": 164340(...TRUNCATED) | "[Main Review]:\n**Strengths of paper**\n\n- Paper presents a very elaborate writeup with a detailed(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3258/Reviewer_efJq | null | 3 | "{\"id\": \"vop8d7q0nC4\", \"original\": null, \"cdate\": 1636035619779, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":2,"example":0,"importance_and_relevance":3,"materials_and_methods":2,"praise":3,"presen(...TRUNCATED) | 2 | 1.605439 | 0.394561 | 2.00806 | 0.183631 | 0.00806 | 0.25 | 0 | 0.375 | 0.25 | 0.375 | 0.125 | 0.25 | 0.375 | {"criticism":0.25,"example":0.0,"importance_and_relevance":0.375,"materials_and_methods":0.25,"prais(...TRUNCATED) | 2 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zyrhwrd9EYs | To Impute or Not To Impute? Missing Data in Treatment Effect Estimation | "Missing data is a systemic problem in practical scenarios that causes noise and bias when estimatin(...TRUNCATED) | "Under review as a conference paper at ICLR 2022\nTO IMPUTE OR NOT TO IMPUTE ? M ISSING DATA IN\nTRE(...TRUNCATED) | Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela van der Schaar | Reject | 2,022 | "{\"id\": \"zyrhwrd9EYs\", \"original\": \"VHkY-hTHhg\", \"cdate\": 1632875675785, \"pdate\": 164340(...TRUNCATED) | "[Main Review]:\nAuthors use graphic causal models to model the various missingness in causal effect(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3258/Reviewer_8bft | null | 4 | "{\"id\": \"Sw15Q7x-eNY\", \"original\": null, \"cdate\": 1635330744624, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":8,"example":4,"importance_and_relevance":1,"materials_and_methods":3,"praise":1,"presen(...TRUNCATED) | 1.75 | 0.976661 | 0.773339 | 1.76138 | 0.136165 | 0.01138 | 0.4 | 0.2 | 0.05 | 0.15 | 0.05 | 0.4 | 0.4 | 0.1 | {"criticism":0.4,"example":0.2,"importance_and_relevance":0.05,"materials_and_methods":0.15,"praise"(...TRUNCATED) | 1.75 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zyrhwrd9EYs | To Impute or Not To Impute? Missing Data in Treatment Effect Estimation | "Missing data is a systemic problem in practical scenarios that causes noise and bias when estimatin(...TRUNCATED) | "Under review as a conference paper at ICLR 2022\nTO IMPUTE OR NOT TO IMPUTE ? M ISSING DATA IN\nTRE(...TRUNCATED) | Jeroen Berrevoets, Fergus Imrie, Trent Kyono, James Jordon, Mihaela van der Schaar | Reject | 2,022 | "{\"id\": \"zyrhwrd9EYs\", \"original\": \"VHkY-hTHhg\", \"cdate\": 1632875675785, \"pdate\": 164340(...TRUNCATED) | "[Main Review]:\nThe questions they are trying to solve is an important problem.\nFor example in the(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3258/Reviewer_ZWmF | null | 5 | "{\"id\": \"-aEdXoBehI4\", \"original\": null, \"cdate\": 1634737253988, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":1,"example":1,"importance_and_relevance":1,"materials_and_methods":12,"praise":2,"prese(...TRUNCATED) | 2 | 1.857958 | 0.142042 | 2.012438 | 0.180964 | 0.012438 | 0.0625 | 0.0625 | 0.0625 | 0.75 | 0.125 | 0.125 | 0.5 | 0.3125 | {"criticism":0.0625,"example":0.0625,"importance_and_relevance":0.0625,"materials_and_methods":0.75,(...TRUNCATED) | 2 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zuqcmNVK4c2 | Self-Joint Supervised Learning | "Supervised learning is a fundamental framework used to train machine learning systems. A supervised(...TRUNCATED) | "Published as a conference paper at ICLR 2022\nSELF -JOINT SUPERVISED LEARNING\nNavid Kardan†∗, (...TRUNCATED) | Navid Kardan, Mubarak Shah, Mitch Hill | Accept (Poster) | 2,022 | "{\"id\": \"zuqcmNVK4c2\", \"original\": \"LC1zzwgqdrA\", \"cdate\": 1632875666960, \"pdate\": 16434(...TRUNCATED) | "[Main Review]:\nStrength:\n\n1. The main idea of modelling the conditional joint label distribution(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3122/Reviewer_Ky9n | null | 3 | "{\"id\": \"bgq04xhGww\", \"original\": null, \"cdate\": 1635898995369, \"pdate\": null, \"odate\": (...TRUNCATED) | {"criticism":4,"example":1,"importance_and_relevance":4,"materials_and_methods":13,"praise":5,"prese(...TRUNCATED) | 1.285714 | -2.265332 | 3.551047 | 1.30096 | 0.175397 | 0.015246 | 0.142857 | 0.035714 | 0.142857 | 0.464286 | 0.178571 | 0.107143 | 0.107143 | 0.107143 | {"criticism":0.14285714285714285,"example":0.03571428571428571,"importance_and_relevance":0.14285714(...TRUNCATED) | 1.285714 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zuqcmNVK4c2 | Self-Joint Supervised Learning | "Supervised learning is a fundamental framework used to train machine learning systems. A supervised(...TRUNCATED) | "Published as a conference paper at ICLR 2022\nSELF -JOINT SUPERVISED LEARNING\nNavid Kardan†∗, (...TRUNCATED) | Navid Kardan, Mubarak Shah, Mitch Hill | Accept (Poster) | 2,022 | "{\"id\": \"zuqcmNVK4c2\", \"original\": \"LC1zzwgqdrA\", \"cdate\": 1632875666960, \"pdate\": 16434(...TRUNCATED) | "[Main Review]:\nStrengths:\n1. Simple idea that works very well\n2. Paper is easy to understand\n3.(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3122/Reviewer_PZCK | null | 5 | "{\"id\": \"79tJyc2F8Dg\", \"original\": null, \"cdate\": 1635904685606, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":3,"example":1,"importance_and_relevance":0,"materials_and_methods":3,"praise":3,"presen(...TRUNCATED) | 0.882353 | 0.629834 | 0.252519 | 0.889197 | 0.076982 | 0.006844 | 0.176471 | 0.058824 | 0 | 0.176471 | 0.176471 | 0.117647 | 0.117647 | 0.058824 | {"criticism":0.17647058823529413,"example":0.058823529411764705,"importance_and_relevance":0.0,"mate(...TRUNCATED) | 0.882353 | iclr2022 | openreview | 0 | 0 | 0 | null | ||
zuqcmNVK4c2 | Self-Joint Supervised Learning | "Supervised learning is a fundamental framework used to train machine learning systems. A supervised(...TRUNCATED) | "Published as a conference paper at ICLR 2022\nSELF -JOINT SUPERVISED LEARNING\nNavid Kardan†∗, (...TRUNCATED) | Navid Kardan, Mubarak Shah, Mitch Hill | Accept (Poster) | 2,022 | "{\"id\": \"zuqcmNVK4c2\", \"original\": \"LC1zzwgqdrA\", \"cdate\": 1632875666960, \"pdate\": 16434(...TRUNCATED) | "[Main Review]:\nThe empirical results look convincing, and the Authors' interpretation of the metho(...TRUNCATED) | ICLR.cc/2022/Conference/Paper3122/Reviewer_sxB6 | null | 4 | "{\"id\": \"4l7GAqeKj4I\", \"original\": null, \"cdate\": 1635873986271, \"pdate\": null, \"odate\":(...TRUNCATED) | {"criticism":2,"example":1,"importance_and_relevance":0,"materials_and_methods":14,"praise":1,"prese(...TRUNCATED) | 1.136364 | -0.142013 | 1.278377 | 1.153598 | 0.167607 | 0.017235 | 0.090909 | 0.045455 | 0 | 0.636364 | 0.045455 | 0.136364 | 0.136364 | 0.045455 | {"criticism":0.09090909090909091,"example":0.045454545454545456,"importance_and_relevance":0.0,"mate(...TRUNCATED) | 1.136364 | iclr2022 | openreview | 0 | 0 | 0 | null |
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